List your company
ResearchFormerly WizWand

Classification on CIFAR-100

89.19Top-1 AccuracyCoAt-CBM
21.912439.378756.84574.3113May 10, 2023Nov 4, 2023May 1, 2024Oct 27, 2024Apr 24, 2025Oct 20, 2025Apr 17, 2026
Updated 6mo ago

Evaluation results

MethodLinks
CoAt-CBMInterpretability=Yes2026.0489.19
Linear ProbeInterpretability=No2026.0487.26
IMP-MoE-LPPT=350M, TPU-DAYS=1.5k, Zero-shot=true2023.0587
HybridCBMInterpretability=Yes2026.0486.22
LaboInterpretability=Yes2026.0486.05
ResCBMInterpretability=Yes2026.0485.2
IMP-MoE-BPPT=90M, TPU-DAYS=150, Zero-shot=true2023.0584.9
DOT-CBMInterpretability=Yes2026.0484.75
PCBM-hInterpretability=No2026.0483.61
LiT ViT-gPPT=2B, Zero-shot=true2023.0583.6
ITOPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0383.5
PEcoreData size=5B, Zero-shot=true2026.0383.1
ITO sub2Pre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0382.7
IMP-BPPT=86M, TPU-DAYS=120, Zero-shot=true2023.0582.4
LlipData size=2.5B, Zero-shot=true2026.0381.4
Label-FreeInterpretability=Yes2026.0481.05
CLIPPre-training Dataset=DataComp-1B, Backbone=ViT-B/16, Training Epochs=10 epochs, Zero-shot protocol=EVA-CLIP2026.0380.8
PCBMInterpretability=Yes2026.0480.16
MetaCLIPData size=2.5B, Zero-shot=true2026.0379
SigLIP2Data size=10B, Zero-shot=true2026.0376.9
OpenCLIPData size=2B, Zero-shot=true2026.0376.5
COSMOSData size=30M, Zero-shot=true2026.0372.3
SigLIPData size=10B, Zero-shot=true2026.0372.2
DreamLIPData size=30M, Zero-shot=true2026.0370.7
GoldiCLIPData size=30M, Zero-shot=true2026.0370.7
FLAIRData size=30M, Zero-shot=true2026.0369.6
SigLIPData size=30M, Zero-shot=true2026.0367.6
CLIPData size=30M, Zero-shot=true2026.0366.9
FLAIRBackbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.0344.3
APFLprotocol=Known Association2025.1144.2
FLUX-priorprotocol=Known Association2025.1142.8
FLUXprotocol=Known Association2025.1141.7
FLUXprotocol=Test Phase2025.1141.3
FLUX-priorprotocol=Test Phase2025.1141.3
FeSEMprotocol=Test Phase2025.1139.8
FedDriftprotocol=Known Association2025.1139.5
IFCAprotocol=Test Phase2025.1138.6
CFLprotocol=Test Phase2025.1138.6
FedAvgprotocol=Test Phase2025.1138
FedEMprotocol=Test Phase2025.1138
ITO sub2Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.0338
FedRCprotocol=Test Phase2025.1137.9
ATPprotocol=Test Phase2025.1137.5
CLIP-PGSImage Encoder=ViT-B/16, p=0.3, Protocol=Zero-shot2025.0337.3
APFLprotocol=Test Phase2025.1137.3
IFCAprotocol=Known Association2025.1136.1
pFedMeprotocol=Known Association2025.1136.1
ITO sub3Backbone=ViT-B/16, Pre-training Dataset=CC3M-recap, Evaluation Protocol=Zero-shot2026.0336.1
FeSEMprotocol=Known Association2025.1135.6
CLIP-PGSImage Encoder=ViT-B/16, p=0.5, Protocol=Zero-shot2025.0335.5
FedEMprotocol=Known Association2025.1134.8
CFLprotocol=Known Association2025.1134.6
FedAvgprotocol=Known Association2025.1133.8
FedRCprotocol=Known Association2025.1133.8
E-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0332
CLIP-PGSImage Encoder=ViT-S/16, p=0.3, Protocol=Zero-shot2025.0330.8
CLIP-PGSImage Encoder=ViT-S/16, p=0.5, Protocol=Zero-shot2025.0329
A-CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0327.1
FedDriftprotocol=Test Phase2025.1126.5
CLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0325
FLIPImage Encoder=ViT-B/16, Protocol=Zero-shot2025.0324.5