Scaling Continual Learning to 300+ Tasks with Bi-Level Routing Mixture-of-Experts
Paper • 2602.03473 • Published • 11
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a photo of playing kickball, a type of activity. | a photo of beach tennis, a type of activity. | a photo of physical training, a type of activity. | a photo of swimming with dolphins, a type of activity. | a photo of tiling, a type of activity. | a photo of shaking hands, a type of activity. | a photo of Umayyad architecture. | a photo of cooking show, a type of activity. | a photo of Super Formula, a type of activity. | a photo of Nutella. | a photo of playing chess, a type of activity. | a photo of karaoke, a type of activity. | a photo of cooking egg, a type of activity. | a photo of LDS temple architecture. | a photo of Caber toss, a type of activity. | a photo of streetball, a type of activity. | a photo of professional ice hockey, a type of activity. | a photo of British baseball, a type of activity. | a photo of dirt track racing, a type of activity. | a photo of riot control, a type of activity. | a photo of Command Post Exercise, a type of activity. | a photo of Solo dance, a type of activity. | a photo of a Buick Skylark car. | a photo of casualty evacuation, a type of activity. | a photo of threshing, a type of activity. | a photo of playing cello, a type of activity. | a photo of light candles, a type of activity. | a photo of wheelchair tennis, a type of activity. | a photo of women's athletics, a type of activity. | a photo of wooden boat building, a type of activity. | a photo of tumba, a type of activity. | a photo of Roman wall painting, a type of activity. | a photo of stand up paddle surfing, a type of activity. | a photo of snow shed, a type of activity. | a photo of Texas hold 'em, a type of activity. | a photo of adventure racing, a type of activity. | a photo of ocean rowing, a type of activity. | a photo of riding a bike, a type of activity. | a photo of striking (martial arts), a type of activity. | a photo of a Coupe de Ville car. | a photo of stock car racing, a type of activity. | a photo of Wing Chun, a type of activity. | a photo of crawling baby, a type of activity. | a photo of banger racing, a type of activity. | a photo of snowmobiling, a type of activity. | a photo of playing bass guitar, a type of activity. | a photo of kyūdō, a type of activity. | a photo of Freestyle Motocross, a type of activity. | a photo of abseiling, a type of activity. | a photo of surf kayaking, a type of activity. | a photo of spelunking, a type of activity. | a photo of cathedral and great church architecture. | a photo of parkour, a type of activity. | a photo of vert skateboarding, a type of activity. | a photo of Cooking Pork, a type of activity. | a photo of swing dancing, a type of activity. | a photo of precision flying, a type of activity. | a photo of ambulance services, a type of activity. | a photo of Trophy Truck, a type of activity. | a photo of playing piano, a type of activity. | a photo of box lacrosse, a type of activity. | a photo of jumping (equestrian sports), a type of activity. | a photo of rafting, a type of activity. | a photo of Open Water Diver, a type of activity. | a photo of nordic walking, a type of activity. | a photo of Beach Walking, a type of activity. | a photo of musical acting, a type of activity. | a photo of airsoft, a type of activity. | a photo of Cooking Vegetables, a type of activity. | a photo of sports car racing, a type of activity. | a photo of ultimate frisbee, a type of activity. | a photo of Rugby à 5, a type of activity. | a photo of a BMW 2 Series car. | a photo of inline speed skating, a type of activity. | a photo of bull riding, a type of activity. | a photo of freestyle wrestling, a type of activity. | a photo of crossfit, a type of activity. | a photo of arena football, a type of activity. | a photo of medley swimming, a type of activity. | a photo of hug, a type of activity. | a photo of alpine snowboarding, a type of activity. | a photo of sumo, a type of activity. | a photo of sport climbing, a type of activity. | a photo of time attack, a type of activity. | a photo of motorcycle racing, a type of activity. | a photo of roller derby, a type of activity. | a photo of men's rowing, a type of activity. | a photo of college ice hockey, a type of activity. | a photo of beach rugby, a type of activity. | a photo of show jumping, a type of activity. | a photo of winter sport, a type of activity. | a photo of dunking basketball, a type of activity. | a photo of charcoal drawing, a type of activity. | a photo of sandboarding, a type of activity. | a photo of playing field hockey, a type of activity. | a photo of automobile endurance racing, a type of activity. | a photo of rhythmic gymnastics, a type of activity. | a photo of beach volleyball, a type of activity. | a photo of astrophotography, a type of activity. | a photo of scrabble, a type of activity. | a photo of curling (sport), a type of activity. | a photo of synchronized skating, a type of activity. | a photo of Broomball, a type of activity. | a photo of headstand, a type of activity. | a photo of stir frying, a type of activity. | a photo of building shed, a type of activity. | a photo of women's tennis, a type of activity. | a photo of roller hockey, a type of activity. | a photo of paragliding sport, a type of activity. | a photo of touch rugby, a type of activity. | a photo of show ballet, a type of activity. | a photo of nordic skiing, a type of activity. | a photo of women's field hockey, a type of activity. | a photo of flag football, a type of activity. | a photo of women's handball, a type of activity. | a photo of yarn bombing, a type of activity. | a photo of wakesurfing, a type of activity. | a photo of inline hockey, a type of activity. | a photo of ball hockey, a type of activity. | a photo of formula racing, a type of activity. | a photo of cosplaying, a type of activity. | a photo of kite surfing, a type of activity. | a photo of street skateboarding, a type of activity. | a photo of street portrait photography, a type of activity. | a photo of motorcycle sport, a type of activity. | a photo of women's ice hockey, a type of activity. | a photo of basketball (ball), a type of activity. | a photo of fencing (sport), a type of activity. | a photo of men's ice hockey, a type of activity. | a photo of BMX racing, a type of activity. | a photo of judo, a type of activity. | a photo of tagging graffiti, a type of activity. | a photo of seafaring, a type of activity. | a photo of the aircraft model a318. | a photo of the aircraft model BAe 146. | a photo of an aircraft type: Lockheed aircraft. | a photo of the aircraft model Mirage 2000D. | a photo of the aircraft model American Air Jet American. | a photo of the aircraft model 747-200. | a photo of the aircraft model boeing 747-8. | a photo of the aircraft model c-47. | a photo of an aircraft type: cargo aircraft. | a photo of Goodyear Blimp, a type of aircraft. | a photo of an aircraft type: airplane ambulance. | a photo of the aircraft model trijet. | a photo of the aircraft model KC-135R Stratotanker. | a photo of the aircraft model Harrier II. | a photo of an aircraft type: propeller (aircraft). | a photo of the aircraft model boeing c-17 globemaster iii. | a photo of the aircraft model F-35B Lightning II. | a photo of an aircraft type: radio-controlled helicopter. | a photo of hotair balloon, a type of aircraft. | a photo of the aircraft model vought f4u corsair. | a photo of the aircraft model F-35A Lightning II. | a photo of the aircraft model Fokker 70. | a photo of the aircraft model falcon 2000. | a photo of the aircraft model MiG-21. | a photo of the aircraft model erj 145. | a photo of the aircraft model Cessna 152. | a photo of the aircraft model EA-18G Growler. | a photo of the aircraft model MiG-29. | a photo of the aircraft model Phenom 300. | a photo of an aircraft type: jumbojet. | a photo of the aircraft model Learjet 45. | a photo of the aircraft model AW139. | a photo of an aircraft type: widebody aircraft. | a photo of the aircraft model 737-200. | a photo of the aircraft model md-11. | a photo of the aircraft model cessna 525. | a photo of the aircraft model EC135. | a photo of an aircraft type: rotorcraft. | a photo of the aircraft model F-22 Raptor. | a photo of the aircraft model a340-600. | a photo of the aircraft model dhc-1. | a photo of the aircraft model a310. | a photo of the aircraft model Embraer 170. | a photo of the aircraft model atr-42. | a photo of the aircraft model airbus a380. | a photo of the aircraft model a300b4. | a photo of gulfstream v, a type of aircraft. | a photo of the aircraft model C-17A Globemaster III. | a photo of eurofighter typhoon, a type of aircraft. | a photo of the aircraft model hawk t1. | a photo of the aircraft model boeing 767. | a photo of the aircraft model boeing 747. | a photo of the aircraft model Airbus A350-900. | a photo of the aircraft model 777-300. | a photo of the aircraft model boeing 757. | a photo of the aircraft model Airbus A330-200. | a photo of the aircraft model a330-200. | a photo of the aircraft model boeing 747-400. | a photo of the aircraft model Tornado GR4. | a photo of the aircraft model boeing 777. | a photo of the aircraft model 737-800. | a photo of the aircraft model 767-300. | a photo of the aircraft model Airbus A319-111. | a photo of the aircraft model Tornado ECR. | a photo of the aircraft model F-35C Lightning II. | a photo of the aircraft model B-29 Superfortress. | a photo of the aircraft model md-90. | a photo of the aircraft model Mirage 2000N. | a photo of the aircraft model An-26. | a photo of an aircraft type: ambulance helicopter. | a photo of an aircraft type: Black helicopter. | a photo of the aircraft model c-130. | a photo of the aircraft model Cessna Citation Mustang. | a photo of the aircraft model V-22 Osprey. | a photo of an aircraft type: propjet. | a photo of bullfrog, a type of amphibian. | a photo of red-eyed tree frog, a type of amphibian. | a photo of crapaud, a type of amphibian. | a photo of bufo, a type of amphibian. | a photo of poison dart frog, a type of amphibian. | a photo of european fire salamander, a type of amphibian. | a photo of grass frog, a type of amphibian. | a photo of green frog, a type of amphibian. | a photo of moray, a type of aquatic vertebrate. | a photo of flying gurnard, a type of aquatic vertebrate. | a photo of chaetodon, a type of aquatic vertebrate. | a photo of batfish, a type of aquatic vertebrate. | a photo of angelfish, a type of aquatic vertebrate. | a photo of frogfish, a type of aquatic vertebrate. | a photo of lionfish, a type of aquatic vertebrate. | a photo of parrotfish, a type of aquatic vertebrate. | a photo of thalasseus bergii, a type of bird. | a photo of phylloscopus trochilus, a type of bird. | a photo of scarlet tanager, a type of bird. | a photo of calidris maritima, a type of bird. | a photo of vanellus chilensis, a type of bird. | a photo of chipping sparrow, a type of bird. | a photo of atlantic puffin, a type of bird. | a photo of white-bellied swallow, a type of bird. | a photo of halcyon smyrnensis, a type of bird. | a photo of house wren, a type of bird. | a photo of linnet, a type of bird. | a photo of spotted sandpiper, a type of bird. | a photo of pelagic cormorant, a type of bird. | a photo of rallus aquaticus, a type of bird. | a photo of brown thrasher, a type of bird. | a photo of king vulture, a type of bird. | a photo of antigone canadensis, a type of bird. | a photo of Call Duck, a type of bird. | a photo of pullet, a type of bird. | a photo of clark nutcracker, a type of bird. | a photo of field sparrow, a type of bird. | a photo of king penguin, a type of bird. | a photo of knot, a type of bird. | a photo of athene cunicularia, a type of bird. | a photo of archilochus colubris, a type of bird. | a photo of netta rufina, a type of bird. | a photo of andean condor, a type of bird. | a photo of least sandpiper, a type of bird. | a photo of songbird, a type of bird. | a photo of openbill, a type of bird. | a photo of canada warbler, a type of bird. | a photo of limosa limosa, a type of bird. | a photo of lanius collurio, a type of bird. | a photo of larus occidentalis, a type of bird. | a photo of sage grouse, a type of bird. | a photo of charadrius hiaticula, a type of bird. | a photo of old world white pelican, a type of bird. | a photo of ruby-crowned kinglet, a type of bird. | a photo of phoebe, a type of bird. | a photo of sacred ibis, a type of bird. | a photo of blue winged teal, a type of bird. | a photo of ardea purpurea, a type of bird. | a photo of cedar waxwing, a type of bird. | a photo of rook, a type of bird. | a photo of american tree sparrow, a type of bird. | a photo of tody, a type of bird. | a photo of red-necked grebe, a type of bird. | a photo of california gull, a type of bird. | a photo of rock dove, a type of bird. | a photo of red headed woodpecker, a type of bird. | a photo of swallow-tailed kite, a type of bird. | a photo of pochard, a type of bird. | a photo of blackcap, a type of bird. | a photo of bewick wren, a type of bird. | a photo of little owl, a type of bird. | a photo of yellow billed cuckoo, a type of bird. | a photo of dotterel, a type of bird. | a photo of pectoral sandpiper, a type of bird. | a photo of blackpoll, a type of bird. | a photo of thornbill, a type of bird. | a photo of trumpeter, a type of bird. | a photo of sea swallow, a type of bird. | a photo of california quail, a type of bird. | a photo of rose breasted grosbeak, a type of bird. | a photo of bombycilla cedrorum, a type of bird. | a photo of common gallinule, a type of bird. | a photo of common starling, a type of bird. | a photo of marabou, a type of bird. | a photo of butorides virescens, a type of bird. | a photo of wilson's snipe, a type of bird. | a photo of tawny owl, a type of bird. | a photo of tree sparrow, a type of bird. | a photo of white stork, a type of bird. | a photo of frogmouth, a type of bird. | a photo of marsh hawk, a type of bird. | a photo of milvus milvus, a type of bird. | a photo of moorhen, a type of bird. | a photo of meadow pipit, a type of bird. | a photo of white eyed vireo, a type of bird. | a photo of frigate bird, a type of bird. | a photo of arkansas kingbird, a type of bird. | a photo of motacilla cinerea, a type of bird. | a photo of common tern, a type of bird. | a photo of gosling, a type of bird. | a photo of snow bunting, a type of bird. | a photo of ovenbird, a type of bird. | a photo of blue grosbeak, a type of bird. | a photo of shoebill, a type of bird. | a photo of northern gannet, a type of bird. | a photo of haematopus ostralegus, a type of bird. | a photo of hooded warbler, a type of bird. | a photo of greater flamingo, a type of bird. | a photo of crane (bird), a type of bird. | a photo of forsters tern, a type of bird. | a photo of common sandpiper, a type of bird. | a photo of butorides, a type of bird. | a photo of black-necked grebe, a type of bird. | a photo of brewer blackbird, a type of bird. | a photo of owlet, a type of bird. | a photo of boat tailed grackle, a type of bird. | a photo of american pipit, a type of bird. | a photo of wood pigeon, a type of bird. | a photo of great horned owl, a type of bird. | a photo of lapwing, a type of bird. | a photo of nashville warbler, a type of bird. | a photo of podiceps auritus, a type of bird. | a photo of eudocimus albus, a type of bird. | a photo of bullfinch, a type of bird. | a photo of melanerpes carolinus, a type of bird. | a photo of black-backed gull, a type of bird. | a photo of song sparrow, a type of bird. | a photo of european starling, a type of bird. | a photo of calidris alpina, a type of bird. | a photo of larus fuscus, a type of bird. | a photo of marsh harrier, a type of bird. | a photo of redstart, a type of bird. | a photo of aegithalos caudatus, a type of bird. | a photo of limpkin, a type of bird. | a photo of shelduck, a type of bird. | a photo of redshank, a type of bird. | a photo of black-winged stilt, a type of bird. | a photo of mute swan, a type of bird. | a photo of pine warbler, a type of bird. | a photo of old world coot, a type of bird. | a photo of siskin, a type of bird. | a photo of sharp shinned hawk, a type of bird. | a photo of sparrow hawk, a type of bird. | a photo of goosander, a type of bird. | a photo of prairie warbler, a type of bird. | a photo of fox sparrow, a type of bird. | a photo of redpoll, a type of bird. | a photo of northern flicker, a type of bird. | a photo of snowy egret, a type of bird. | a photo of brown pelican, a type of bird. | a photo of macaw, a type of bird. | a photo of erithacus rubecula, a type of bird. | a photo of ardea alba, a type of bird. | a photo of parus major, a type of bird. | a photo of ardea cinerea, a type of bird. | a photo of roseate spoonbill, a type of bird. | a photo of Chevrolet Caprice, a type of car. | a photo of Triumph Stag, a type of car. | a photo of Ford Laser, a type of car. | a photo of Mitsubishi Outlander, a type of car. | a photo of Fiat 126, a type of car. | a photo of Mitsubishi Pajero, a type of car. | a photo of Volvo XC60, a type of car. | a photo of Toyota Camry, a type of car. | a photo of Nissan S30, a type of car. | a photo of mercedes-benz c-class, a type of car. | a photo of Jaguar F-Type, a type of car. | a photo of MG MGA, a type of car. | a photo of Ford Taunus, a type of car. | a photo of Mercedes-Benz SLR McLaren, a type of car. | a photo of Iveco Daily, a type of car. | a photo of Nash-Healey, a type of car. | a photo of Opel Kadett B, a type of car. | a photo of Peugeot 307, a type of car. | a photo of lorry, a type of car. | a photo of SEAT León, a type of car. | a photo of ferrari f430 challenge, a type of car. | a photo of volkswagen type 2, a type of car. | a photo of land rover defender, a type of car. | a photo of Ford GT, a type of car. | a photo of Toyota RAV4, a type of car. | a photo of Nissan Micra, a type of car. | a photo of boss 302 mustang, a type of car. | a photo of volvo amazon, a type of car. | a photo of GMC Sierra, a type of car. | a photo of Ferrari 599 GTB Fiorano, a type of car. | a photo of Volvo XC90, a type of car. | a photo of lamborghini, a type of car. | a photo of Toyota MR2, a type of car. | a photo of Smart Fortwo, a type of car. | a photo of Peugeot 306, a type of car. | a photo of Lotus Evora, a type of car. | a photo of Oldsmobile 442, a type of car. | a photo of Ford Escort, a type of car. | a photo of Ferrari 308, a type of car. | a photo of Audi S4, a type of car. | a photo of Ferrari F40, a type of car. | a photo of bentley continental gt, a type of car. | a photo of Plymouth Fury, a type of car. | a photo of Triumph Roadster, a type of car. | a photo of range rover evoque, a type of car. | a photo of British Rail Class 100, a type of car. | a photo of Ferrari FXX, a type of car. | a photo of moped, a type of car. | a photo of Aston Martin V12 Vantage, a type of car. | a photo of BMW M1, a type of car. | a photo of Chevrolet Impala, a type of car. | a photo of Ikarus 280, a type of car. | a photo of Lamborghini Diablo, a type of car. | a photo of bmw z4, a type of car. | a photo of Ford Thunderbird, a type of car. | a photo of Ferrari 275, a type of car. | a photo of Porsche 944, a type of car. | a photo of mercedes-benz sprinter, a type of car. | a photo of Ferrari F50, a type of car. | a photo of Lamborghini Miura, a type of car. | a photo of Lancia Delta, a type of car. | a photo of Plymouth Road Runner, a type of car. | a photo of Toyota Tacoma, a type of car. | a photo of 1957 chevrolet, a type of car. | a photo of Pagani Huayra, a type of car. | a photo of British Rail Class 43, a type of car. | a photo of McLaren MP4-12C, a type of car. | a photo of chevrolet bel air, a type of car. | a photo of McLaren 720S, a type of car. | a photo of go-kart, a type of car. | a photo of British Rail Class 150, a type of car. | a photo of Morris Minor, a type of car. | a photo of Ford Sierra, a type of car. | a photo of Porsche 911 Turbo, a type of car. | a photo of Ford Capri, a type of car. | a photo of Peugeot 205, a type of car. | a photo of Citroën Traction Avant, a type of car. | a photo of Chevrolet Corvette, a type of car. | a photo of supercar, a type of car. | a photo of Mercedes-Benz SLS AMG, a type of car. | a photo of Porsche 911 R, a type of car. | a photo of subaru impreza wrx sti, a type of car. | a photo of Maserati GranTurismo, a type of car. | a photo of Ferrari F12 berlinetta, a type of car. | a photo of austin-healey 3000, a type of car. | a photo of douglas dc-3, a type of car. | a photo of Scania R-series, a type of car. | a photo of LaFerrari, a type of car. | a photo of Porsche 997, a type of car. | a photo of AC Cobra, a type of car. | a photo of Alpine A110, a type of car. | a photo of Volvo B5LH, a type of car. | a photo of Ferrari 458 Speciale, a type of car. | a photo of zenvo, a type of car. | a photo of DAF XF, a type of car. | a photo of Porsche 993, a type of car. | a photo of Porsche 996, a type of car. | a photo of Gillig Phantom, a type of car. | a photo of Alexander Dennis Enviro400, a type of car. | a photo of lingerie top, a type of consumer goods. | a photo of pointe shoe, a type of consumer goods. | a photo of tudung, a type of consumer goods. | a photo of leather skirt, a type of consumer goods. | a photo of beachwear, a type of consumer goods. | a photo of ready-to-wear, a type of consumer goods. | a photo of dirndl, a type of consumer goods. | a photo of wetsuit, a type of consumer goods. | a photo of kilt, a type of consumer goods. | a photo of sundress, a type of consumer goods. | a photo of white coat, a type of consumer goods. | a photo of áo dài, a type of consumer goods. | a photo of ballet dress, a type of consumer goods. | a photo of denim skirt, a type of consumer goods. | a photo of dastar, a type of consumer goods. | a photo of school uniform, a type of consumer goods. | a photo of Ugg boots, a type of consumer goods. | a photo of oilskin, a type of consumer goods. | a photo of fingerless glove, a type of consumer goods. | a photo of nightgown, a type of consumer goods. | a photo of snowsuit, a type of consumer goods. | a photo of mortarboard, a type of consumer goods. | a photo of niqab, a type of consumer goods. | a photo of kimono, a type of consumer goods. | a photo of hijab, a type of consumer goods. | a photo of spacesuit, a type of consumer goods. | a photo of knit cap, a type of consumer goods. | a photo of Commedia dell'arte masks, a type of consumer goods. | a photo of bas relief, a type of creation. | a photo of Roman sculpture, a type of creation. | a photo of Amigurumi, a type of creation. | a photo of Playmobil, a type of creation. | a photo of statue of liberty, a type of creation. | a photo of schematic, a type of creation. | a photo of studio portrait, a type of creation. | a photo of wind-up toy, a type of creation. | a photo of quilting, a type of creation. | a photo of woodcarving, a type of creation. | a photo of astrophotograph, a type of creation. | a photo of waxwork, a type of creation. | a photo of headshot, a type of creation. | a photo of Lego brick, a type of creation. | a photo of Murals in Northern Ireland, a type of creation. | a photo of smocking, a type of creation. | a photo of Neoclassical sculpture, a type of creation. | a photo of Bobblehead, a type of creation. | a photo of ceiling painting, a type of creation. | a photo of collecting scale model cars, a type of creation. | a photo of Daibutsu, a type of creation. | a photo of botanical illustration, a type of creation. | a photo of komainu, a type of creation. | a photo of rubber duck, a type of creation. | a photo of choreography, a type of creation. | a photo of poi (dance), a type of creation. | a photo of sketchbook, a type of creation. | a photo of equestrian statue, a type of creation. | a photo of Reclining Buddha, a type of creation. | a photo of old map, a type of creation. | a photo of lion dance, a type of creation. | a photo of Hot Wheels, a type of creation. | a photo of garter stitch, a type of creation. | a photo of picture clock, a type of creation. | a photo of sonogram, a type of creation. | a photo of pen-and-ink, a type of creation. | a photo of crucifix, a type of decoration. | a photo of christmas ornament, a type of decoration. | a photo of charm bracelet, a type of decoration. | a photo of protest sign, a type of decoration. | a photo of aigrette, a type of decoration. | a photo of cufflink, a type of decoration. | a photo of graffito, a type of decoration. | a photo of radial engine, a type of device. | a photo of latch, a type of device. | a photo of mountain coaster, a type of device. | a photo of snare drum, a type of device. | a photo of Guitar fiddle, a type of device. | a photo of agricultural machinery, a type of device. | a photo of door knob, a type of device. | a photo of spinning wheel, a type of device. | a photo of playing accordion, a type of device. | a photo of cannon, a type of device. | a photo of Jazz guitar, a type of device. | a photo of Triumph Triple, a type of device. | a photo of derailleur gears, a type of device. | a photo of goggles, a type of device. | a photo of euphonium, a type of device. | a photo of helicopter rotor, a type of device. | a photo of banjo, a type of device. | a photo of Kent (guitar), a type of device. | a photo of paintball marker, a type of device. | a photo of backhoe, a type of device. | a photo of crossbow, a type of device. | a photo of Station clock, a type of device. | a photo of Brazilian guitars, a type of device. | a photo of sundial, a type of device. | a photo of MacBook Air, a type of device. | a photo of rapier, a type of device. | a photo of motherboard, a type of device. | a photo of clothespin, a type of device. | a photo of ferris wheel, a type of device. | a photo of campaign button, a type of device. | a photo of chronograph, a type of device. | a photo of carousel, a type of device. | a photo of padlock, a type of device. | a photo of dashboard, a type of device. | a photo of saxophone, a type of device. | a photo of steering wheel, a type of device. | a photo of windmill, a type of device. | a photo of wristwatch, a type of device. | a photo of odometer, a type of device. | a photo of cortado, a type of food. | a photo of brown butter, a type of food. | a photo of redfish, a type of food. | a photo of yakisoba, a type of food. | a photo of challah, a type of food. | a photo of chocolate egg, a type of food. | a photo of beef roast, a type of food. | a photo of birthday cake, a type of food. | a photo of coleslaw, a type of food. | a photo of Grilled pizza, a type of food. | a photo of popover, a type of food. | a photo of yakitori, a type of food. | a photo of ceviche, a type of food. | a photo of mustard, a type of food. | a photo of teriyaki, a type of food. | a photo of blonde ale, a type of food. | a photo of lemon chicken, a type of food. | a photo of scotch egg, a type of food. | a photo of chocolate brownie, a type of food. | a photo of grilled meat, a type of food. | a photo of rye beer, a type of food. | a photo of crème brûlée, a type of food. | a photo of poaching eggs, a type of food. | a photo of pumpkin dessert, a type of food. | a photo of ravioli, a type of food. | a photo of cheese fries, a type of food. | a photo of cake pop, a type of food. | a photo of sausage pizza, a type of food. | a photo of congee, a type of food. | a photo of pain au chocolat, a type of food. | a photo of candy bar, a type of food. | a photo of brioche, a type of food. | a photo of ricotta, a type of food. | a photo of tiramisu, a type of food. | a photo of schnitzel, a type of food. | a photo of meal soup, a type of food. | a photo of spareribs, a type of food. | a photo of Gingerbread house, a type of food. | a photo of pico de gallo, a type of food. | a photo of peanut butter cookie, a type of food. | a photo of ciabatta, a type of food. | a photo of satay, a type of food. | a photo of barbecue chicken, a type of food. | a photo of baklava, a type of food. | a photo of pizza cheese, a type of food. | a photo of cheesecake, a type of food. | a photo of spaghetti, a type of food. | a photo of veggie burger, a type of food. | a photo of banana pancakes, a type of food. | a photo of paella, a type of food. | a photo of risotto, a type of food. | a photo of beef burger, a type of food. | a photo of icicle, a type of food. | a photo of rock glacier, a type of geological formation. | a photo of Blue iceberg, a type of geological formation. | a photo of mountain glacier, a type of geological formation. | a photo of arroyo, a type of geological formation. | a photo of rock beach, a type of geological formation. | a photo of beach ridge, a type of geological formation. | a photo of alps, a type of geological formation. | a photo of river beach, a type of geological formation. | a photo of riverbed, a type of geological formation. | a photo of mountainside, a type of geological formation. | a photo of ski slope, a type of geological formation. | a photo of huascaran, a type of geological formation. | a photo of alp, a type of geological formation. | a photo of monocline, a type of geological formation. | a photo of lava cave, a type of geological formation. | a photo of himalayas, a type of geological formation. | a photo of sponge reef, a type of geological formation. | a photo of makalu, a type of geological formation. | a photo of great barrier reef, a type of geological formation. | a photo of grand teton national park, a type of geological formation. | a photo of aconcagua, a type of geological formation. | a photo of isle of skye, a type of geological formation. | a photo of ice field, a type of geological formation. | a photo of everest, a type of geological formation. | a photo of arches national park, a type of geological formation. | a photo of dhaulagiri, a type of geological formation. | a photo of wadi, a type of geological formation. | a photo of mendenhall glacier, a type of geological formation. | a photo of sea cliff, a type of geological formation. | a photo of weisshorn, a type of geological formation. | a photo of plage, a type of geological formation. | a photo of old faithful, a type of geological formation. | a photo of matterhorn, a type of geological formation. | a photo of mountain snowy, a type of geological formation. | a photo of crag, a type of geological formation. | a photo of range, a type of geological formation. | a photo of foothill, a type of geological formation. | a photo of flagpole, a type of instrumentality. | a photo of keycap, a type of instrumentality. | a photo of makeup brushes, a type of instrumentality. | a photo of perfume bottle, a type of instrumentality. | a photo of bottle vase, a type of instrumentality. | a photo of doorknob, a type of instrumentality. | a photo of paddle, a type of instrumentality. | a photo of coffee mug, a type of instrumentality. | a photo of bicycle handlebar, a type of instrumentality. | a photo of birdbath, a type of instrumentality. | a photo of stoneware, a type of instrumentality. | a photo of spinnaker, a type of instrumentality. | a photo of Rifle scopes, a type of instrumentality. | a photo of caber, a type of instrumentality. | a photo of coke bottle, a type of instrumentality. | a photo of reef aquarium, a type of instrumentality. | a photo of the locomotive class British Rail Class 12. | a photo of a steam locomotive with 0-6-0+0-6-0 wheel arrangement. | a photo of a steam locomotive with 4-8-2 wheel arrangement. | a photo of the locomotive class British Rail Class 87. | a photo of the locomotive type Bogie locomotive. | a photo of a steam locomotive with 0-4-0+0-4-0 wheel arrangement. | a photo of the locomotive type Diesel locomotives of British Rail. | a photo of the locomotive type diesel-electric locomotive. | a photo of a steam locomotive with 2-6-0 wheel arrangement. | a photo of the locomotive type Brake locomotive. | a photo of the locomotive type traction engine. | a photo of a steam locomotive with 4-4-0 wheel arrangement. | a photo of the locomotive type transfer locomotive. | a photo of a steam locomotive with 4-6-2 wheel arrangement. | a photo of the locomotive type steam locomotive. | a photo of a steam locomotive with 4-6-0 wheel arrangement. | a photo of the locomotive type GM locomotives. | a photo of the locomotive type shunter. | a photo of the locomotive type preserved diesel locomotive. | a photo of Limousin sheep, a type of mammal. | a photo of bighorn, a type of mammal. | a photo of black rhinoceros, a type of mammal. | a photo of miniature pinscher, a type of mammal. | a photo of pembroke, a type of mammal. | a photo of pine marten, a type of mammal. | a photo of Icelandic sheep, a type of mammal. | a photo of coatimundi, a type of mammal. | a photo of shearing sheep, a type of mammal. | a photo of lechwe, a type of mammal. | a photo of manatee, a type of mammal. | a photo of dall sheep, a type of mammal. | a photo of irish terrier, a type of mammal. | a photo of bucking horse, a type of mammal. | a photo of groundhog, a type of mammal. | a photo of italian greyhound, a type of mammal. | a photo of border terrier, a type of mammal. | a photo of Andalusian horse, a type of mammal. | a photo of english setter, a type of mammal. | a photo of street dog, a type of mammal. | a photo of Southern African lion, a type of mammal. | a photo of Bulldog breeds, a type of mammal. | a photo of persian cat, a type of mammal. | a photo of harvest mouse, a type of mammal. | a photo of show dog, a type of mammal. | a photo of hippopotamus, a type of mammal. | a photo of common bottlenose dolphin, a type of mammal. | a photo of Camargue horse, a type of mammal. | a photo of european wildcat, a type of mammal. | a photo of burro, a type of mammal. | a photo of mantled ground squirrel, a type of mammal. | a photo of small to medium-sized cats, a type of mammal. | a photo of field spaniel, a type of mammal. | a photo of echidna, a type of mammal. | a photo of Alaskan Husky, a type of mammal. | a photo of herding dog, a type of mammal. | a photo of japanese deer, a type of mammal. | a photo of golden retriever, a type of mammal. | a photo of toy poodle, a type of mammal. | a photo of eastern grey kangaroo, a type of mammal. | a photo of miniature schnauzer, a type of mammal. | a photo of American Eskimo Dog, a type of mammal. | a photo of Exmoor pony, a type of mammal. | a photo of bicolor cat, a type of mammal. | a photo of Belgian Malinois, a type of mammal. | a photo of Jack Russell Terrier, a type of mammal. | a photo of white rhinoceros, a type of mammal. | a photo of basenji, a type of mammal. | a photo of pony, a type of mammal. | a photo of Miniature Dachshund, a type of mammal. | a photo of silverback, a type of mammal. | a photo of labrador retriever, a type of mammal. | a photo of mandrill, a type of mammal. | a photo of wolfdog, a type of mammal. | a photo of dressage horse, a type of mammal. | a photo of japanese spitz, a type of mammal. | a photo of small tortoiseshell, a type of mammal. | a photo of phoca vitulina, a type of mammal. | a photo of pilot whale, a type of mammal. | a photo of standard poodle, a type of mammal. | a photo of eurasian otter, a type of mammal. | a photo of welsh pony, a type of mammal. | a photo of thoroughbred, a type of mammal. | a photo of shar pei, a type of mammal. | a photo of carriage horse, a type of mammal. | a photo of Morkie, a type of mammal. | a photo of african leopard, a type of mammal. | a photo of New Forest pony, a type of mammal. | a photo of Asian elephant, a type of mammal. | a photo of koala, a type of mammal. | a photo of show jumping horse, a type of mammal. | a photo of polydactyl cat, a type of mammal. | a photo of guinea pig, a type of mammal. | a photo of tonkinese, a type of mammal. | a photo of weimaraner, a type of mammal. | a photo of cavalier king charles spaniel, a type of mammal. | a photo of western gorilla, a type of mammal. | a photo of stray cat, a type of mammal. | a photo of lhasa, a type of mammal. | a photo of jaguar, a type of mammal. | a photo of grey squirrel, a type of mammal. | a photo of gneiss, a type of material. | a photo of quartzite, a type of material. | a photo of gift wrap, a type of material. | a photo of pahoehoe, a type of material. | a photo of fox, a type of material. | a photo of muskrat, a type of material. | a photo of bamboo, a type of material. | a photo of siltstone, a type of material. | a photo of giant sequoia, a type of material. | a photo of california redwood, a type of material. | a photo of red sandstone, a type of material. | a photo of cobweb, a type of material. | a photo of baby calf, a type of material. | a photo of peacock feather, a type of material. | a photo of raccoon, a type of material. | a photo of newspaper, a type of material. | a photo of dogwood, a type of material. | a photo of street foliage, a type of material. | a photo of otter, a type of material. | a photo of alpaca, a type of material. | a photo of squirrel, a type of material. | a photo of the military platform model Tornado ECR. | a photo of B-1B Lancer, a type of military vehicle. | a photo of the military platform model Mirage 2000N. | a photo of missile ship, a type of military vehicle. | a photo of panzer, a type of military vehicle. | a photo of the military platform model KC-135R Stratotanker. | a photo of EA-6B Prowler, a type of military vehicle. | a photo of the military platform model Mirage 2000D. | a photo of aircraft cruiser, a type of military vehicle. | a photo of the military platform model Harrier II. | a photo of the military platform model F-35B Lightning II. | a photo of the military platform model F-35A Lightning II. | a photo of the military platform model vought f4u corsair. | a photo of lockheed martin f-22 raptor, a type of military vehicle. | a photo of the military platform model MiG-21. | a photo of the military platform model MiG-29. | a photo of the military platform model EA-18G Growler. | a photo of Airbus A400M, a type of military vehicle. | a photo of north american p-51 mustang, a type of military vehicle. | a photo of the military platform model F-22 Raptor. | a photo of the military platform model C-17A Globemaster III. | a photo of general dynamics f-16 fighting falcon, a type of military vehicle. | a photo of P-51D Mustang, a type of military vehicle. | a photo of supermarine spitfire, a type of military vehicle. | a photo of the military platform model Tornado GR4. | a photo of blizzard, a type of process. | a photo of sea of clouds, a type of process. | a photo of aurora borealis, a type of process. | a photo of altocumulus, a type of process. | a photo of crepuscular ray, a type of process. | a photo of cumulonimbus, a type of process. | a photo of mammatus cloud, a type of process. | a photo of snow, a type of process. | a photo of liberty monument, a type of region. | a photo of death valley, a type of region. | a photo of sequoia national park, a type of region. | a photo of redwood national park, a type of region. | a photo of castle garden, a type of region. | a photo of national cemetery, a type of region. | a photo of city in Chile, a type of region. | a photo of badlands national park, a type of region. | a photo of campsite, a type of region. | a photo of cornfield, a type of region. | a photo of amusement ride, a type of region. | a photo of outdoor basketball court, a type of region. | a photo of carlsbad caverns national park, a type of region. | a photo of mountain park, a type of region. | a photo of artificial turf, a type of region. | a photo of grand canyon national park, a type of region. | a photo of paddy, a type of region. | a photo of desert road, a type of region. | a photo of railroad crossing, a type of region. | a photo of capitol reef national park, a type of region. | a photo of namib desert, a type of region. | a photo of painted desert, a type of region. | a photo of bikepark, a type of region. | a photo of petrified forest national park, a type of region. | a photo of Jewish cemetery, a type of region. | a photo of Roman Catholic cemetery, a type of region. | a photo of memorial cemetery, a type of region. | a photo of canyonlands national park, a type of region. | a photo of rural cemetery, a type of region. | a photo of times square, a type of region. | a photo of Monument aux Morts, a type of region. | a photo of forbidden city, a type of region. | a photo of topiary park, a type of region. | a photo of ball field, a type of region. | a photo of pioneer cemetery, a type of region. | a photo of outfield, a type of region. | a photo of city or town in Armenia, a type of region. | a photo of bryce canyon national park, a type of region. | a photo of topiary, a type of region. | a photo of rose garden, a type of region. | a photo of skatepark, a type of region. | a photo of kickflip, a type of region. | a photo of hay field, a type of region. | a photo of ice hockey arena, a type of region. | a photo of motorway in Belgium, a type of structure. | a photo of reef aquarium, a type of structure. | a photo of mihrab, a type of structure. | a photo of egyptian temple, a type of structure. | a photo of front door, a type of structure. | a photo of chancel, a type of structure. | a photo of city palace, a type of structure. | a photo of Shiva temple, a type of structure. | a photo of girder bridge, a type of structure. | a photo of Village Church, a type of structure. | a photo of Presbyterian church building, a type of structure. | a photo of cable-stayed bridge, a type of structure. | a photo of round-tower church, a type of structure. | a photo of masjid, a type of structure. | a photo of pillar box, a type of structure. | a photo of courthouse, a type of structure. | a photo of viaduct, a type of structure. | a photo of residential street, a type of structure. | a photo of pagoda, a type of structure. | a photo of field barn, a type of structure. | a photo of dining area, a type of structure. | a photo of buckingham palace, a type of structure. | a photo of george washington bridge, a type of structure. | a photo of New England barn, a type of structure. | a photo of mosque, a type of structure. | a photo of mackinac bridge, a type of structure. | a photo of shophouse, a type of structure. | a photo of basilica, a type of structure. | a photo of parthenon, a type of structure. | a photo of alley, a type of structure. | a photo of shinto shrine, a type of structure. | a photo of queensboro bridge, a type of structure. | a photo of stairwell, a type of structure. | a photo of wat (temple), a type of structure. | a photo of bookshop, a type of structure. | a photo of trestle bridge, a type of structure. | a photo of minster, a type of structure. | a photo of billboard architecture, a type of structure. | a photo of florist, a type of structure. | a photo of abbey, a type of structure. | a photo of opera, a type of structure. | a photo of spiral staircase, a type of structure. | a photo of stupa, a type of structure. | a photo of Mahal, a type of structure. | a photo of houses of parliament, a type of structure. | a photo of Autobahn in Germany, a type of structure. | a photo of empire state building, a type of structure. | a photo of brooklyn bridge, a type of structure. | a photo of cathedral, a type of structure. | a photo of overpass, a type of structure. | a photo of rotunda, a type of structure. | a photo of peperoncini, a type of vascular plant. | a photo of cowslip, a type of vascular plant. | a photo of pine apple, a type of vascular plant. | a photo of rambutan, a type of vascular plant. | a photo of scotch pine, a type of vascular plant. | a photo of dog rose, a type of vascular plant. | a photo of moss pink, a type of vascular plant. | a photo of persian buttercup, a type of vascular plant. | a photo of bird of paradise, a type of vascular plant. | a photo of olive, a type of vascular plant. | a photo of sugar snap pea, a type of vascular plant. | a photo of pear, a type of vascular plant. | a photo of zucchini, a type of vascular plant. | a photo of squash (plant), a type of vascular plant. | a photo of crimson columbine, a type of vascular plant. | a photo of skunk cabbage, a type of vascular plant. | a photo of fireweed, a type of vascular plant. | a photo of rosemary, a type of vascular plant. | a photo of lantana camara, a type of vascular plant. | a photo of durian, a type of vascular plant. | a photo of celandine, a type of vascular plant. | a photo of oxeye daisy, a type of vascular plant. | a photo of flowering dogwood, a type of vascular plant. | a photo of eucalypt tree, a type of vascular plant. | a photo of japanese plum, a type of vascular plant. | a photo of balsamroot, a type of vascular plant. | a photo of ponderosa, a type of vascular plant. | a photo of joshua tree, a type of vascular plant. | a photo of snow crocus, a type of vascular plant. | a photo of black-eyed Susan flowers in a close-up garden view. | a photo of mock orange, a type of vascular plant. | a photo of wild geranium, a type of vascular plant. | a photo of african violet, a type of vascular plant. | a photo of garden phlox, a type of vascular plant. | a photo of english marigold, a type of vascular plant. | a photo of black-eyed Susan flowers in a wild patch view. | a photo of punica granatum, a type of vascular plant. | a photo of marsh orchid, a type of vascular plant. | a photo of hybrid tea rose, a type of vascular plant. | a photo of fleabane, a type of vascular plant. | a photo of hortensia, a type of vascular plant. | a photo of spirea, a type of vascular plant. | a photo of huntsman's horn, a type of vascular plant. | a photo of pussy willow, a type of vascular plant. | a photo of torch lily, a type of vascular plant. | a photo of cholla, a type of vascular plant. | a photo of wild strawberry, a type of vascular plant. | a photo of cyclamen, a type of vascular plant. | a photo of ginkgo, a type of vascular plant. | a photo of male orchis, a type of vascular plant. | a photo of iceland poppy, a type of vascular plant. | a photo of spring beauty, a type of vascular plant. | a photo of poinsettia, a type of vascular plant. | a photo of orange dahlia, a type of vascular plant. | a photo of laelia, a type of vascular plant. | a photo of common daisy, a type of vascular plant. | a photo of spiderwort, a type of vascular plant. | a photo of mammillaria, a type of vascular plant. | a photo of japanese maple, a type of vascular plant. | a photo of bluebonnet, a type of vascular plant. | a photo of bee balm, a type of vascular plant. | a photo of purple coneflower, a type of vascular plant. | a photo of spring crocus, a type of vascular plant. | a photo of wild pansy, a type of vascular plant. | a photo of dendrobium, a type of vascular plant. | a photo of pleurothallis, a type of vascular plant. | a photo of galanthus, a type of vascular plant. | a photo of pansy, a type of vascular plant. | a photo of hippeastrum, a type of vascular plant. | a photo of masdevallia, a type of vascular plant. | a photo of japanese apricot, a type of vascular plant. | a photo of iris (plant), a type of vascular plant. |
OmniBenchmark-1K
OmniBenchmark-1K is a challenging benchmark for Class-Incremental Continual Learning designed to evaluate performance on very long task sequences, ranging from 100 to over 300 non-overlapping tasks.
The dataset was introduced in the paper Scaling Continual Learning to 300+ Tasks with Bi-Level Routing Mixture-of-Experts.
- GitHub: https://github.com/LMMMEng/CaRE
- Paper: Hugging Face | arXiv
Description
OmniBenchmark-1K provides a large-scale evaluation protocol for comprehensively assessing continual learners. While standard benchmarks often focus on 5-20 tasks, this dataset allows for performance evaluation on extremely long sequences, testing the stability and plasticity of models over time.
Citations
If you find this dataset useful for your research, please cite:
@inproceedings{lou2026care,
title={Scaling Continual Learning to 300+ Tasks with Bi-Level Routing Mixture-of-Experts},
author={Lou, Meng and Fu, Yunxiang and Yu, Yizhou},
booktitle={International Conference on Machine Learning},
year={2026},
}
@inproceedings{zhang2022omnibench,
title={Benchmarking Omni-Vision Representation through the Lens of Visual Realms},
author={Zhang, Yuanhan and Yin, Zhenfei and Shao, Jing and Liu, Ziwei},
booktitle={European Conference on Computer Vision},
year={2022},
}
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