ai_validation_datasets.csv

Canonical Name,All Name Variants,Bibtex Citation Keys,Reuse Count,Modality(ies),OSI Layers,Collection Environment,Availability Status,Availability URL
NORAD Two-Line Element (TLE) Dataset,CelesTrak NORAD TLE Database; CelesTrak Starlink TLEs; CelesTrak TLE Dataset; NORAD Two-Line Element (TLE) Dataset; Space-Track TLE Orbit Data,"basak2024cosmicdance, chen2022multisatellite, lai2023starrynet, lai2025leocc, markovitz2022asymmetric, zheng2025starcdn",6,Two Line Elements (TLEs); Two-Line Element (TLE) sets; satellite orbit TLEs; satellite orbital parameters; satellite trajectory data,L1; L3,Real World Deployment,open,https://celestrak.org/NORAD/elements/supplemental/
5G Dataset with Channel and Context Metrics,,"balasingam2024applicationlevel, mudvari2022exploring",2,5G throughput logs; channel metrics; context metrics,L1; L2; L3; L4,Real World Deployment,open,https://github.com/uccmisl/5Gdataset
Argoverse 3D Tracking Dataset,Argoverse 3D Tracking Dataset; Argoverse,"ghoshal2023performance, ghoshal2025replication",2,RGB camera frames; 3D tracking data,L7,Real World Deployment,open,https://www.argoverse.org/
LTE Control-Plane Traffic Traces,,"kong2024highfidelity, meng2023modeling",2,LTE control-plane events; timestamps; device types,L3,Real World Deployment,closed,
Widar 3.0,,"feng2025enabling, yang2023slnet",2,WiFi CSI; gesture labels,L1,Real World Deployment,open,https://doi.org/10.21227/7znf-qp86
4G/5G Indoor Cellular Network Traffic Measurements,,bakirtzis2023characterizing,1,aggregated cellular traffic volume; mobile application usage profiles; revealed symmetric comparative advantage (RSCA) values,L3; L4; L7,Real World Deployment,closed,
4G/5G Session-Level Mobile Traffic Measurements,,zanella2023characterizing,1,TCP/UDP session logs; traffic volume; session duration; base station identifiers,L4; L7,Real World Deployment,open,https://github.com/nds-group/MobileTrafficDists
5G Carrier Aggregation Performance Dataset,,ye2024dissecting,1,5G NR throughput; RSRP; RSRQ; SINR; Band configurations; Video streaming QoE metrics,L1; L2; L3; L7,Real World Deployment,open,https://github.com/NUWiNS/pam25-mimo-ca-dataset
5G eMBB Latency and Bandwidth Traces,,sentosa2023dchannel,1,RTT measurements; throughput measurements; 5G eMBB traces,L3; L4,Real World Deployment,closed,
5G Mid-Band Cross-Continental Network Measurements Dataset,,fezeu2024unveiling,1,5G NR physical layer parameters; throughput logs; latency measurements; video streaming QoE metrics; RRC signaling messages,L1; L2; L3; L4; L7,Real World Deployment,open,https://github.com/SIGCOMM24-5GinMidBands/artifacts
5G mmWave Handover Measurements,,meng2023modeling,1,Handover events; LTE/5G mmWave connection logs,L3,Real World Deployment,closed,
5G Mobility Management Dataset,,hassan2022vivisecting,1,5G NR traces; 4G/LTE traces; RSRP measurements; RSRQ measurements; SINR measurements; handover logs; control-plane signaling; power consumption measurements,L1; L2; L3; L4; L7,Real World Deployment,open,https://github.com/SIGCOMM22-5GMobility/artifact
5G vRAN Failover and Upgrade Performance Measurements,,lazarev2023resilient,1,TCP throughput; UDP throughput; ping latency; video bitrate; inter-packet gap,L1; L2; L4; L7,Physical Lab Testbed,closed,
802.11ad mmWave Backscatter Signal Measurements,,chae2024mmcomb,1,SNR measurements; BER measurements; Power Delay Profile (PDP); Frame Reception Ratio (FRR); beam patterns,L1; L2,Physical Lab Testbed,closed,
900MHz Campus Ambient Interference and Downlink Signal Strength Measurements,,song2023mote,1,signal strength measurements; RF spectrum measurements,L1,Real World Deployment,closed,
ABC Traces,,meng2022achieving,1,cellular bandwidth traces; delay traces,L3; L4,Real World Deployment,closed,
Acoustic Metal Channel Backscatter Impedance and SNR Measurements,,oppermann2022higherorder,1,acoustic impedance measurements; SNR measurements; bit error rate logs,L1,Physical Lab Testbed,closed,
Acoustic Metasurface Sensing and Communication Measurements,,zhang2023acoustic,1,acoustic signal recordings; FMCW chirp measurements; OFDM communication traces; SNR measurements,L1,Physical Lab Testbed,closed,
BLE and IMU Indoor Delivery Monitoring Dataset,,fan2024passengers,1,IMU readings; BLE RSSI measurements,L1,Real World Deployment,open,https://github.com/Starry102/DeMo
BLE Location Tag Tracking and RSSI Measurements,,ibrahim2023i,1,GPS coordinates; BLE beacon RSSI measurements; location tag reports; WiFi device counts,L1; L3; L7,Real World Deployment,open,https://github.com/comnetsAD/Tags
Bundesnetzagentur EMF Database,,baltaci2022analyzing,1,base station locations,L1,Real World Deployment,closed,
Cellular Base Station Deployment Dataset,,kalntis2024through,1,Base station locations; Sector postcodes; Supported radio access technologies,L1; L3,Real World Deployment,closed,
Cellular CQI Mobility Traces,,ko2024edgeric,1,CQI traces; channel quality indicator measurements,L1; L2,Real World Deployment,open,https://github.com/ushasigh/EdgeRIC-A-real-time-RIC.git
Cellular Data Plane Signaling and Traffic Traces,,tan2023celldam,1,PUCCH traces; PDCCH traces; PUSCH traces; PDSCH traces; IP traffic volume logs,L1; L2; L3,Real World Deployment,open,https://zenodo.org/records/19605370
Cellular Handover Signaling Traces,,kalntis2024through,1,Control plane signaling logs; Handover duration; Handover failure cause codes; Anonymized user ID; Source and target radio sectors,L3,Real World Deployment,closed,
Cellular UAV Video Delivery Traces,,baltaci2022analyzing,1,LTE RRC messages; RTP packet logs; video quality metrics; GPS coordinates; signal strength,L3; L4; L7,Real World Deployment,open,https://mediatum.ub.tum.de/1687221
Cloud Gaming User Cellular Cost Questionnaire,,zhou2024augur,1,user feedback; survey responses,L7,Real World Deployment,closed,
Concurrent Interference Cancellation (CIC) Dataset,,mishra2023openlora,1,LoRa PHY I/Q samples,L1,Physical Lab Testbed,closed,
Cross-Continental US 5G Drive-Test Dataset,,ghoshal2023performance,1,PHY-layer KPIs; control-plane signaling messages; TCP throughput logs; RTT measurements; application QoE logs; GPS coordinates,L1; L3; L4; L7,Real World Deployment,open,https://github.com/NUWiNS/imc2023-cellular-network-performance-on-wheels-data
CUAS Starlink Performance Dataset,,lai2023starrynet,1,ping latency; iperf throughput,L3; L4,Real World Deployment,closed,
Database of Channel Codes and ML Simulation Results,,oppermann2022higherorder,1,LDPC codes,L1,Simulation,closed,
Disturbance Storm Time (Dst) Index,,basak2024cosmicdance,1,geomagnetic field intensity (nT),L1,Real World Deployment,open,https://wdc.kugi.kyoto-u.ac.jp/dstdir/index.html
DLoc Dataset,,liu2023exploring,1,WiFi CSI measurements; channel estimation matrices,L1,Physical Lab Testbed,closed,
FallDeFi,,yang2023slnet,1,WiFi CSI,L1,Real World Deployment,closed,
FMCW Radar Human Trajectory and Spoofing Dataset,,shenoy2022rfprotect,1,FMCW radar reflections; 2D trajectory coordinates; breathing phase measurements,L1,Real World Deployment,open,https://github.com/ConnectedSystemsLab/rf-protect
Franchised MNO Deployment Scale Data,,hasan2023building,1,network node counts; deployment states,L3,Real World Deployment,closed,
FSO Laser Tethering and Target Tracking Measurements,,carver2024catch,1,laser alignment offset; received optical power; target velocity measurements; accelerometer data; photodiode voltage,L1,Physical Lab Testbed,closed,
FSO Link Throughput and Received Power Measurements,,gupta2022cyclops,1,throughput; received power; linear speed; angular speed,L1; L4,Physical Lab Testbed,closed,
GEO SatCom Passive Traffic Measurements,,perdices2022when,1,TCP flow summaries; UDP flow summaries; DNS logs; RTT measurements; TLS handshake logs,L3; L4; L7,Real World Deployment,closed,
Geostationary SatCom Performance Dataset,,michel2022a,1,network performance measurements,L3; L4; L7,Real World Deployment,closed,
GPS-labeled HSR TCP-LTE Dataset,,ni2023polycorn,1,GPS location; downlink TCP throughput; packet traces; cell ID; RSRP; LTE signaling messages,L1; L2; L3; L4,Real World Deployment,open,https://soar.group/projects/hsrnet/dataset.html
GSMA Device Database,,kalntis2024through,1,Device Type Allocation Code (TAC); Supported radio bands; Supported RATs; Device manufacturer; Device type,L1; L3,Real World Deployment,closed,
Habitus Dataset,,zhang2024habitus,1,802.11ac throughput; 802.11ad throughput; signal strength (RSSI); 6-DoF motion; full-body pose keypoints; RGB-D video,L1; L4; L7,Real World Deployment,open,https://drive.google.com/drive/folders/1B7rlIQG6ycg2OFML3CHxoPNge56xPhq4
Hispar corpus,,sentosa2023dchannel,1,Web pages; HTTP archive,L7,Real World Deployment,closed,
Hololens VR Remote Rendering Traces,,balasingam2024applicationlevel,1,packet captures; UDP traffic traces,L4; L7,Physical Lab Testbed,closed,
Home Access Network WiFi and Wired Throughput Measurements,,sharma2024a,1,WiFi throughput; wired access throughput,L3; L4,Real World Deployment,closed,
In-band OFDM Backscatter Link Measurements,,du2024orthcatter,1,BER measurements; throughput measurements; signal strength ratio,L1,Physical Lab Testbed,closed,
In-Concrete Piezoelectric Backscatter and Footbridge SHM Measurements,,gong2022empowering,1,ultrasonic backscatter signals; acceleration; stress; temperature; humidity,L1; L2,Real World Deployment,open,https://github.com/Anplus/In-concrete-Backscatter
Indoor Mixed 4G/5G Cellular Traces,,meng2022achieving,1,goodput; cellular throughput,L3; L4,Real World Deployment,open,https://zenodo.org/records/18338399
Indoor WiFi CSI Channel Prediction Measurements,,liu2023exploring,1,WiFi CSI measurements; channel state information,L1,Physical Lab Testbed,closed,
Indoor WiFi CSI Sensing Measurements,,yang2023slnet,1,WiFi CSI,L1,Physical Lab Testbed,closed,
IoT Device Setup Traffic Traces,,yang2024characterizing,1,PCAP; WiFi frames; BLE frames; TCP/IP packets; TLS traffic,L2; L3; L4; L5; L7,Physical Lab Testbed,closed,
Large-Scale Online RTC Application Measurements,,meng2022achieving,1,RTT; video frame delay; frame rate; video rebuffering logs,L4; L7,Real World Deployment,closed,
LEO Satellite Downlink SDR Traces,,singh2024spectrumize,1,SDR IQ recordings; SNR measurements; RSSI measurements; decoded packets,L1; L2,Real World Deployment,closed,
Loon Stratospheric Mesh Network Telemetry and Connectivity Traces,,uyeda2022sdn,1,HAP telemetry; RF link status; GPS coordinates; network topology logs,L1; L2; L3,Real World Deployment,closed,
LoRa Rural Sensor Network Traces,,shahid2024cloudlora,1,LoRa packet transmissions; humidity sensor data; SNR measurements,L1; L2,Real World Deployment,open,https://github.com/UW-CONNECT/cloud-lora.git
LoRa Urban Outdoor RF Traces,,shahid2024cloudlora,1,I/Q samples; LoRa packet transmissions; timestamps,L1,Real World Deployment,open,https://github.com/UW-CONNECT/cloud-lora.git
LTE Community Network Site Availability Measurements,,johnson2024dauth,1,LTE site uptime; backhaul provider info; availability percentages,L1; L3,Real World Deployment,closed,
LTE Control Plane Message Traces,,echeverria2022demystifying,1,LTE NAS messages; LTE RRC messages; EMM Information messages,L3,Real World Deployment,closed,
LTE Fixed Wireless Hotspot Usage Traces,,hasan2023building,1,active UEs; hourly throughput,L3; L4,Real World Deployment,closed,
LTE/5G Authentication Latency Measurements,,johnson2024dauth,1,attach latency; authentication timing,L3,Physical Lab Testbed,open,https://zenodo.org/records/10818343
LTScope LTE Traces,,chen2023channelaware,1,LTE signal strength; SNR measurements,L1,Real World Deployment,closed,
mmWave Backscatter Two-Way Communication and Localization Measurements,,lu2023ab,1,FMCW radar signals; received signal power; SINR measurements; SNR measurements; BER measurements; estimated distance and angle,L1,Physical Lab Testbed,closed,
mmWave Metamaterial Surface SNR and Near-Field Reflection Measurements,,cho2023mmwall,1,SNR measurements; near-field reflection coefficients; near-field transmission coefficients,L1,Physical Lab Testbed,closed,
Multipath Vehicular Cellular Network Traces,,ni2023cellfusion,1,5G throughput logs; LTE throughput logs; RSRP measurements; SINR measurements; packet delay logs,L1; L3; L4,Real World Deployment,closed,
OpenLoRa Datasets,,mishra2023openlora,1,LoRa PHY I/Q samples; SNR measurements; packet transmission logs,L1,Real World Deployment,open,https://github.com/UW-CONNECT/OpenLora
Operational 5G Dataset,,meng2022achieving,1,5G throughput; 4G throughput,L3; L4,Real World Deployment,open,https://github.com/NUWiNS/conext2025-a-first-large-scale-study-of-operational-5g-standalone-networks
Purdue MI-LAB 5G/4G Dataset,,zhao2022seed,1,5G/4G signaling messages; cellular control/data-plane traces,L3,Real World Deployment,open,http://milab.cs.purdue.edu/
RFID Contact Lens IOP Monitoring Measurements,,li2024cyclops,1,RFID RSS; RFID reading rate; digitized impedance register values; IOP pressure measurements,L1; L2,Physical Lab Testbed,closed,
Satellite and Terrestrial 5G Signaling Dataset,,li2022ad,1,RRC signaling messages; MM signaling messages; SM signaling messages; L1/L2 frame counts,L2; L3,Real World Deployment,open,https://github.com/yuanjieli/SpaceCore-SIGCOMM22
SatNOGS Ground Station Database,,lai2023starrynet,1,ground station locations,L1,Real World Deployment,open,https://network.satnogs.org/
Starlink Browser Extension Web Performance Dataset,,kassem2022a,1,Page Transit Time (PTT); Page Load Time (PLT); HTTP request/response times; DNS resolution times; downlink/uplink throughput,L4; L7,Real World Deployment,closed,
Starlink Network Performance Dataset,,michel2022a,1,pings; traceroute; Tracebox; speed test results; BrowserTime results; QUIC packet captures,L3; L4; L7,Real World Deployment,closed,
Starlink Volunteer Node Network Performance Measurements,,kassem2022a,1,throughput; latency; packet loss; RTT; traceroute; iperf3 measurements,L3; L4,Real World Deployment,closed,
Sub-THz Leaky-Waveguide Backscatter Measurements,,kludze2023leakyscatter,1,THz electric field magnitude; received power measurements; angular radiation patterns,L1,Physical Lab Testbed,closed,
Swiftest Bandwidth Testing Evaluation Dataset,,yang2022mobile,1,bandwidth measurements; test duration; data usage; server utilization,L4; L7,Real World Deployment,open,https://github.com/mobilebandwidth/Artifacts/tree/main/plots
TinyGS Dataset,,singh2024spectrumize,1,elevation angles; RSSI measurements,L1,Real World Deployment,closed,
UCS Satellite Database,,lai2023starrynet,1,satellite database; orbital characteristics,L1,Real World Deployment,open,https://www.ucsusa.org/resources/satellite-database
UHF RFID Near-Field Magnetic Coupling Measurements,,dai2024rfid,1,RFID signal strength; RFID reading rates; RFID discovery rates; RN16 signal captures,L1; L2,Real World Deployment,closed,
Underwater Acoustic Mobile Device Communication Measurements,,chen2022underwaterb,1,acoustic frequency response; signal-to-noise ratio (SNR); bit error rate (BER); packet error rate (PER); ambient noise measurements,L1; L2,Real World Deployment,open,https://underwatermessaging.cs.washington.edu/
Underwater Acoustic Ranging and 3D Positioning Measurements,,chen2023underwater,1,Acoustic ranging measurements; Depth sensor readings; SNR measurements; 2D/3D localization coordinates,L1; L3,Real World Deployment,open,https://underwatergps.cs.washington.edu/
UUSpeedTest Mobile Access Bandwidth Dataset,,yang2022mobile,1,PHY and MAC-layer network metrics; bandwidth measurements; signal strength (RSS/SNR); frequency band; WiFi standard,L1; L2; L4,Real World Deployment,open,https://MobileBandwidth.github.io/
Wi-Fi and Cellular Multipath Link Traces,,zhou2024augur,1,wireless network bandwidth; RTT,L4,Real World Deployment,closed,
Wi-Fi Direct Throughput and Buffer State Mobility Measurements,,wang2024smuff,1,Wi-Fi throughput; buffer occupancy; RTT; signal strength,L2; L4,Real World Deployment,closed,
Wideband RFID Channel Information Measurements,,liang2023rfchord,1,RFID channel measurements; CSI; phase measurements,L1,Physical Lab Testbed,open,https://soar.group/projects/rfid/rfchord
Wideband RFID Localization and In-Hand Verification Measurements,,boroushaki2023augmenting,1,wideband RFID channel measurements; visual-inertial odometry tracking trajectories; hand tracking coordinates,L1; L2,Physical Lab Testbed,closed,
WiFi Available Bandwidth Traces,,meng2022achieving,1,goodput; available bandwidth,L4,Real World Deployment,open,https://github.com/GreenLv/Solis-WiFi-Trace
WiFi Beacon Packet Reception Measurements,,wang2024nndefined,1,packet reception ratio; beacon packets,L1; L2,Physical Lab Testbed,open,https://github.com/Repo4Sub/NSDI2024
WiFi BFM and CSI Respiration Monitoring Measurements,,yi2024bfmsense,1,WiFi BFM samples; WiFi CSI samples; respiration belt logs,L1; L2,Real World Deployment,closed,
WiFi BFM Human Trajectory Tracking Measurements,,yi2024bfmsense,1,WiFi BFM samples; ground truth trajectories,L1; L2,Real World Deployment,closed,
WiFi Console Gaming Channel and Packet Loss Traces,,yin2024adrx,1,CSI measurements; SNR measurements; packet traces; RSS measurements,L1; L2,Real World Deployment,open,https://muralisr.github.io/ADRX/
WiFi OOK Asymmetric Communication Measurements,,zhao2023slimwifi,1,Frame error rate; Goodput; Carrier frequency drift; RF signal traces,L1; L2,Real World Deployment,closed,
Wireless ISP Passive Network Latency Measurements,,sundberg2024measuring,1,TCP RTT measurements; packet counts; byte counts; ECN code points,L3; L4,Real World Deployment,open,https://doi.org/10.5281/zenodo.13388093
ZigBee Over-the-Air Packet Reception Measurements,,wang2024nndefined,1,packet reception ratio; packet logs,L1; L2,Physical Lab Testbed,open,https://github.com/Repo4Sub/NSDI2024
μMote Backscatter Downlink Communication and Interference Measurements,,song2023mote,1,Bit Error Rate (BER) measurements; packet throughput measurements; RF signal recordings,L1; L2,Real World Deployment,closed,