{ "universe": "FI_COMMODITIES", "train_date": "2026-05-27", "best_ep_ret": -54.38718606979144, "val_mean_reward": -0.0005677418630586122, "n_edges_lingam": 18, "n_edges_pcmci": 36, "graph_method_lingam": "lingam", "graph_method_pcmci": "pcmci", "tickers": [ "TLT", "VCIT", "LQD", "HYG", "VNQ", "GLD", "SLV" ], "obs_dim": 166, "action_dim": 8, "history": { "actor_loss": [ -0.0006910427764523774, -0.008951258612796664, -0.009056350798346102, -0.014104807894909754, -0.0026413033483549953, -0.007909949781605974, -0.005758286395575851, -0.006376896402798593, -0.00481704858248122, -0.002525871357647702, -0.004047237918712199, -0.006221851479494944, -0.008984298445284367, -0.002682424325030297, -0.007785958354361355, -0.0071555406611878425, -0.013478124979883432, -0.009096713503822684, -0.005300511576933786, -0.008028476149775088, -0.0029037526110187173, -0.00576750683831051, -0.008423113089520484, -0.0019726517784874886, -0.004017955099698156, -0.00531674170633778, -0.0030007456662133336, -0.00840425054775551, -0.010155092284549028, -0.01352976611815393, -0.006829135061707348, -0.006062650849344209, -0.010432580747874454, -0.007667381025385112, -0.006318485597148538, -0.01102383976103738, -0.00642168615013361, -0.011254751443630084, -0.0019628769950941205, -0.006120924692368135, -0.0013669485342688859, -0.009663067205110565, -0.0045460304245352745, -0.005793491727672517, -0.004723627644125372, -0.006239187117898837, -0.008340565487742424, -0.0032612174400128424, -0.007594384660478681, -0.005785206216387451, -0.003677247790619731, -0.008468288171570748, -0.007551261689513922, -0.008523255528416485, -0.002207428973633796, -0.010882011119974777, -0.009332607849501073, -0.007613418594701216, -0.008174522896297276, -0.009758396336110309, -0.004331603442551568, -0.008348504721652716, -0.006959993450436741, -0.005326411745045334, -0.0032564884168095887, -0.006770816427888349, -0.00812623937963508, -0.0033724626700859517, -0.004283079644665122, -0.005433010112028569, -0.00428935227682814, -0.00421158317476511, -0.003994303406216204, -0.007820127037120983, -0.006001519679557532, -0.010455252835527062, -0.0094197909347713, -0.0047020718338899314, -0.0146796305780299, -0.005036088346969336, -0.0025200932286679745, -0.010179191391216591, -0.008084836299531162, -0.0037606368423439562, -0.006672219664324075, -0.005658481561113149, -0.01208208641037345, -0.005535807373235002, -0.005421439127530903, -0.0034579852945171297, -0.008374114404432476, -0.005316843220498413, -0.00599992174829822, -0.00024367874721065164, -0.0011425535049056634, -0.005446805036626756, -0.006389748421497643, -0.005179006227990612, -0.004513268242590129, -0.010730580834206194, -0.004325056041125208, -0.014268443250330165, -0.0007905652746558189, -0.007992713944986463, -0.005655630258843303, -0.005736507009714842, -0.003987104224506766, 0.0016300533316098154, -0.00047003969666548073, -0.007662993215490133, -0.005627270496916026, -0.007116227876394987, -0.00716513313818723, -0.008740581863094121, -0.008852071856381372, -0.004869466298259795, -0.0011183746973983943, -0.01398404163774103, -0.003987092932220548, -0.0034750937193166465, -0.009028711880091578, -0.007209374743979424, -0.0042240790207870305, -0.006614017125684768, -0.008475455513689667, -0.006469760672189295, -0.004939851351082325, -0.014392037905054167, -0.006244440155569464, -0.005748282375861891, -0.013198988803196698, -0.007750012417091057, -0.011748325952794403, -0.009711800434160978, -0.0038418766343966126, -0.006879469088744372, -0.005311447777785361, -0.007454532315023243, -0.007897804578533396, -0.01049543812405318, -0.006339344457956031, -0.01131491019623354, -0.005719273176509887, -0.005965149437543005, -0.007684290816541761, 0.0001695937244221568, -0.004581946937832981, -0.007799396698828787, -0.003335138433612883, -0.0027622802881523967, -0.008944052795413882, -0.01183906861115247, -0.004321173764765263, -0.005771231837570667, -0.009782771347090602, -0.002605113812023774, -0.0030034733354113996, -0.011153232713695616, -0.010911463061347604, -0.005959385947789997, -0.00562558785895817, -0.016924259980442002, -0.004411888250615448, -0.0047443671501241624, -0.006824753480032086, -0.0025341859145555645, -0.0014211310190148652, -0.002887321257730946, -0.009305982617661357, -0.010790536849526688, -0.0016206529107876122, -0.0074010168900713325, -0.004121988022234291, -0.00664732392760925, -0.006320286280242726, -0.01102710043778643, -0.003820698751951568, -0.01211536067421548, -0.002839619730366394, -0.006717832526192069, -0.004600016982294619, -0.00045815249904990196, -0.00853614488733001, -0.0029606770840473473, -0.006053020071703941, -0.007523920387029648, -0.005401217204052955, -0.00582640222273767, -0.006462579491198994, -0.0032526159193366766, -0.003017040900886059, -0.005320951575413346, -0.011494018195662647, -0.004210022161714733, -0.006890991586260498, -0.005896073766052723, -0.004146205843426287, -0.012105458852602169, -0.006644120265264064, -0.002689846674911678 ], "critic_loss": [ 1.1568158902227879, 0.9687821697443724, 1.0517691150307655, 0.9583254102617502, 1.0753803104162216, 1.0041344501078129, 0.9900093246251345, 0.9673708025366068, 0.992303105071187, 1.049426194280386, 1.0170430410653353, 0.9697946552187204, 0.7938528377562761, 0.8841594010591507, 1.1378006506711245, 1.0653069540858269, 1.0344571666792035, 1.0195579379796982, 0.964558120816946, 1.1391113214194775, 0.9821056537330151, 0.9792568124830723, 1.0147307328879833, 1.1454266924411058, 0.9933688119053841, 1.0012157503515482, 0.9916129130870104, 1.0104342456907034, 0.861099973320961, 0.7520473580807447, 0.9924568217247725, 1.0686160791665316, 0.9859845545142889, 0.9799160994589329, 1.0130360461771488, 1.0228645950555801, 0.9350674375891685, 0.9277548957616091, 1.0062028300017118, 0.9858972113579512, 0.8036073409020901, 1.0046071149408817, 0.9473361056298018, 1.0388047993183136, 1.0065726805478334, 1.3924937061965466, 1.0309543013572693, 1.0079918634146452, 1.0200810860842466, 0.9024485591799021, 1.0673867464065552, 0.9789787773042917, 1.0677056852728128, 0.967591680586338, 1.100153250619769, 1.0388167351484299, 1.0068400129675865, 0.9804732240736485, 1.0151548832654953, 1.039394160732627, 1.023710936307907, 1.0269069224596024, 0.9823339637368917, 0.8932014917954803, 1.023035565391183, 1.0153583120554686, 0.9671410620212555, 0.9592520017176867, 0.9562392607331276, 1.1114811189472675, 1.0247287340462208, 0.9023802317678928, 0.9789100755006075, 1.0086060985922813, 0.9452953860163689, 0.936969542875886, 1.0330020692199469, 1.1813537701964378, 1.0446687415242195, 0.9942913427948952, 1.002634473145008, 0.9671172983944416, 1.072962624952197, 1.0454310849308968, 1.0128272622823715, 0.9265844486653805, 0.9206454828381538, 1.0910882484167814, 0.9175631832331419, 1.0260434597730637, 1.0002760309726, 1.0418452452868223, 0.9404617585241795, 0.9743086025118828, 1.044002616778016, 0.9934672564268112, 0.9675004575401545, 1.0262417010962963, 1.0637557189911604, 1.0112125519663095, 0.9643735811114311, 0.8679084312170744, 1.252175884321332, 0.9031477924436331, 0.9738271255046129, 1.1099932119250298, 0.9585960898548365, 0.9459047373384237, 0.9505180176347494, 1.0981322843581438, 1.030619416385889, 0.9821067880839109, 0.9846842549741268, 0.9410535581409931, 0.9306090101599693, 0.9861510824412107, 1.259309796616435, 1.0015533212572336, 0.9777754936367273, 0.966301217675209, 0.901741836220026, 1.0599783677607775, 0.9751155599951744, 0.8454932682216167, 0.963103087618947, 1.000842995941639, 1.1994544360786676, 1.0571369230747223, 0.9484545439481735, 1.0228226836770773, 0.9852453842759132, 0.9773406647145748, 0.9330859892070293, 1.0815172269940376, 1.072393847629428, 1.0048976056277752, 0.9579501189291477, 0.9896649345755577, 0.9748139325529337, 0.9718664214015007, 1.0216955747455359, 0.9495675172656775, 1.0153997354209423, 0.9219640679657459, 0.8549204282462597, 1.0507135093212128, 1.0005240608006716, 1.029477758333087, 1.023442780598998, 0.9244972914457321, 0.8812449779361486, 1.0597823709249496, 1.0645029749721289, 0.9685520268976688, 1.0217585898935795, 1.0112179927527905, 0.981724014505744, 0.9713576901704073, 1.0268253702670336, 1.0121025368571281, 0.9921176601201296, 1.0159420929849148, 0.9940498787909746, 1.0012849867343903, 0.9931345283985138, 0.9871796946972609, 1.0303305685520172, 0.994771596044302, 1.0516078881919384, 0.9984349496662617, 0.9993428755551577, 0.9227634388953447, 0.9709558878093958, 0.9102010652422905, 1.0808472391217947, 1.0161552671343088, 0.9669931214302778, 1.030912159010768, 0.9120966140180826, 0.9704760126769543, 1.0910804886370897, 0.995199179276824, 0.9678960870951414, 0.9684910736978054, 0.9915950298309326, 1.012634513899684, 0.956492630764842, 1.0011984184384346, 0.996212424710393, 0.9340611770749092, 0.9465144909918308, 1.0036683268845081, 1.0095008835196495, 0.9249196909368038, 0.9583452250808477, 1.0011774562299252, 1.0014613326638937, 0.9865930769592524, 0.9909472931176424, 0.923101406544447 ], "entropy_loss": [ -11.357802152633667, -11.365862846374512, -11.369992822408676, -11.373635113239288, -11.381018191576004, -11.383465737104416, -11.385011613368988, -11.397576034069061, -11.40234100818634, -11.404764533042908, -11.41189569234848, -11.417986065149307, -11.429726541042328, -11.439115673303604, -11.433969646692276, -11.428707003593445, -11.434232532978058, -11.43139499425888, -11.43191060423851, -11.43808513879776, -11.440934538841248, -11.445169538259506, -11.447002828121185, -11.462016254663467, -11.467609316110611, -11.478310883045197, -11.488775879144669, -11.494121372699738, -11.495231866836548, -11.499027699232101, -11.492364138364792, -11.487921506166458, -11.504770547151566, -11.512299925088882, -11.505555748939514, -11.500735253095627, -11.508055001497269, -11.506217896938324, -11.509904503822327, -11.515303611755371, -11.521678864955902, -11.524873167276382, -11.531201541423798, -11.53730720281601, -11.53954616189003, -11.540558606386185, -11.546586096286774, -11.555631786584854, -11.55754441022873, -11.561936736106873, -11.569821953773499, -11.575322210788727, -11.580663502216339, -11.583467304706573, -11.590347975492477, -11.585138261318207, -11.591083258390427, -11.601600706577301, -11.604528188705444, -11.59970474243164, -11.609558284282684, -11.616483718156815, -11.612120419740677, -11.610777020454407, -11.612689793109894, -11.626470923423767, -11.639017820358276, -11.64715239405632, -11.66069620847702, -11.666586965322495, -11.661102801561356, -11.662659585475922, -11.666268229484558, -11.66831424832344, -11.668363392353058, -11.665314644575119, -11.661205023527145, -11.656874775886536, -11.651692032814026, -11.652086794376373, -11.654827445745468, -11.66313961148262, -11.674077898263931, -11.680759727954865, -11.68546012043953, -11.6864293217659, -11.686293691396713, -11.689878404140472, -11.690356314182281, -11.69193309545517, -11.692677855491638, -11.689290821552277, -11.689185202121735, -11.700118720531464, -11.70521742105484, -11.706961661577225, -11.703730821609497, -11.696220964193344, -11.69063276052475, -11.699283629655838, -11.701168775558472, -11.70058387517929, -11.705984205007553, -11.706764191389084, -11.703498125076294, -11.70131927728653, -11.697193592786789, -11.692975461483002, -11.693043977022171, -11.695890218019485, -11.70581203699112, -11.717576920986176, -11.721447080373764, -11.71747824549675, -11.716036856174469, -11.722250998020172, -11.728016525506973, -11.73386600613594, -11.750991195440292, -11.75628662109375, -11.749912440776825, -11.748743146657944, -11.748288929462433, -11.741195231676102, -11.736423164606094, -11.733730792999268, -11.732782185077667, -11.729783862829208, -11.730930864810944, -11.733219265937805, -11.732183694839478, -11.733886867761612, -11.744366109371185, -11.752729147672653, -11.759948194026947, -11.75599953532219, -11.757656246423721, -11.758169382810593, -11.759006828069687, -11.761846899986267, -11.769179105758667, -11.771059155464172, -11.763509035110474, -11.763595402240753, -11.768127739429474, -11.764926731586456, -11.75574716925621, -11.755905717611313, -11.766132533550262, -11.761913508176804, -11.752140551805496, -11.735640555620193, -11.729277819395065, -11.721504241228104, -11.70945680141449, -11.708502292633057, -11.71061635017395, -11.71107742190361, -11.717601835727692, -11.725287824869156, -11.729521036148071, -11.73411700129509, -11.74460744857788, -11.739814907312393, -11.728123188018799, -11.729724287986755, -11.736289471387863, -11.735116481781006, -11.732191681861877, -11.726187229156494, -11.723506301641464, -11.71956092119217, -11.720439344644547, -11.721508502960205, -11.726156234741211, -11.726643651723862, -11.72780567407608, -11.73039922118187, -11.730789721012115, -11.732275635004044, -11.73602357506752, -11.741410464048386, -11.732763200998306, -11.731525868177414, -11.738397866487503, -11.74373197555542, -11.747252076864243, -11.751437187194824, -11.754143416881561, -11.752326607704163, -11.750227808952332, -11.747471272945404, -11.75041589140892, -11.757817894220352, -11.766126304864883, -11.772351890802383, -11.763657599687576, -11.757401019334793, -11.750944525003433, -11.750630348920822 ], "mean_ep_ret": [ -195.53131048939778, -193.76452684592527, -195.57126847435734, -216.46325673562777, -218.3623785505992, -190.96730739680424, -213.6053385605464, -205.30029234362047, -194.89321189618556, -197.95780788058147, -209.90861114339418, -217.48858185537676, -193.8460223818184, -174.7251244932118, -217.62797892689755, -225.13029035466093, -208.66447078372192, -203.75173424220122, -200.6432236813713, -196.78845190144267, -205.0219331679206, -217.71989725084362, -192.67059598540828, -174.12628084710764, -203.73583866437116, -206.19654422543732, -213.479140748031, -234.33371456816639, -211.09762836632106, -205.62752228657956, -202.61402414392148, -199.2661003440304, -205.47703155779953, -162.8619529146602, -211.9982423924542, -209.24984718663882, -228.54756165060434, -238.54447272001386, -195.66169127396068, -195.30149747266955, -199.74980733522813, -218.33004212309822, -200.44586365440438, -215.31991404330932, -191.0940729749031, -211.42092771718546, -196.57189755801716, -195.39852556119035, -198.28730174439335, -193.51411817707685, -203.1659765161764, -211.1088706198376, -203.48596268694638, -216.96903930401592, -204.9551719969117, -198.11655596755784, -200.01530367432764, -193.2676816593087, -215.08636813455922, -164.45047923223882, -198.88714970356992, -192.2235279355383, -200.7204019849574, -197.4547531391759, -163.22673637438913, -216.30960635932388, -211.72120489630083, -188.25782077556266, -207.17250884710091, -167.2064543121495, -175.19833894452688, -184.96287034815865, -202.94690972242563, -207.32757832145023, -201.57311847517354, -192.78344645986638, -202.6947394034935, -182.77674760134755, -197.40987657528683, -206.57117969048312, -191.5544606897679, -186.03334431174335, -168.51589515771732, -189.16943378220708, -192.11976328426584, -160.1318586976197, -169.61048728277186, -171.20806896519744, -175.66250370974302, -153.59272924523344, -152.20261385084098, -162.27088938881832, -183.0155035023276, -170.940788695393, -175.87843855260303, -168.51417203007986, -194.70525559369534, -173.33949103282293, -189.28542231849616, -172.41639225251276, -164.2436098971953, -193.2355865919937, -161.54908879860645, -181.13615211880676, -185.856624387823, -178.63569131746894, -168.6701522120633, -162.64100156851467, -170.20772004581596, -166.48056097335086, -179.58658304369425, -158.735873224729, -145.2984515973872, -188.31146196854573, -169.64315696086402, -176.01477640012678, -145.8968381552311, -187.38969182854464, -186.32433579357553, -197.96108176459717, -177.06976229606948, -145.8949932418863, -199.09351195670857, -187.68157908154714, -201.52652286170166, -173.7709179958544, -204.6419886946295, -186.38643136680295, -160.41482821931106, -159.28616596223677, -169.19580401267518, -168.8113414882625, -156.16498216579555, -189.43949401912715, -192.27838352153486, -179.84536774226865, -185.39041256493894, -178.99834500505256, -178.27666494811123, -167.83587219088105, -154.94584866656268, -207.48117487039636, -170.4297834632946, -193.61690112734448, -193.68158481846564, -189.10642430950585, -197.86110356438718, -149.75252975540337, -169.2524431053207, -158.4516202709579, -186.07217228480044, -184.6940850546935, -194.41532633912738, -175.1269798304968, -192.5694319530118, -184.2454224573354, -164.40190220151047, -141.68741222596657, -161.89164388138832, -189.58510617267802, -178.59138066595156, -163.83558636831074, -178.2412948564438, -160.21862375126068, -152.980135159174, -155.1601378255616, -166.86401206888527, -182.5876901589613, -136.716665755754, -155.32520812274572, -163.31522621114766, -128.34503264482214, -135.75939960424705, -151.0177992292568, -159.07998476595532, -160.27337627559848, -139.308201295561, -136.1547996985513, -123.44502326455738, -127.97038294200293, -137.52343966672532, -119.61571538008417, -131.41523160296862, -129.25490312680563, -85.4477712401532, -110.82575305458649, -102.1316299415994, -138.04354568722835, -66.68544129534203, -54.38718606979144, -86.16725301184393, -84.19040487298344, -129.16031065794556, -69.87821949746113, -109.57293377053875, -63.314767413273245, -93.87398274413124, -84.72770559965385, -98.38634865361425, -69.61498731277639 ], "update": [ 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175, 176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200 ] } }