Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/ViT-PS

ViT-PS

Reported on 7 benchmarks across 4 tasks · 1 paper · 7 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs6 results

Link PredictiononPCQM-Contact
Hits@1· uses extra data· 2023-06-05
0.3287
SOTA
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance arXiv:2306.02866
Link PredictiononPCQM-Contact
Hits@10· uses extra data· 2023-06-05
0.9526
SOTA
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance arXiv:2306.02866
Link PredictiononPCQM-Contact
Hits@3· uses extra data· 2023-06-05
0.6694
SOTA
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance arXiv:2306.02866
Link PredictiononPCQM-Contact
MRR· uses extra data· 2023-06-05
0.5341
SOTA
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance arXiv:2306.02866
Graph RegressiononPeptides-struct
MAE· uses extra data· 2023-06-05
0.2559
best: 0.2432 (ECFP + LightGBM)
SOTA
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance arXiv:2306.02866
Graph ClassificationonPeptides-func
AP· uses extra data· 2023-06-05
0.6575
best: 0.7479 (ESA + RWSE (Edge set attention, Random Walk Structural Encoding, + validation set))
SOTA
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance arXiv:2306.02866

Methodology1 result

ClassificationonPeptides-func
AP· uses extra data· 2023-06-05
0.6575
best: 0.7479 (ESA + RWSE (Edge set attention, Random Walk Structural Encoding, + validation set))
SOTA
Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance arXiv:2306.02866