第十一届表征学习国际会议(ICLR 2023)于近日发布了接收论文列表。百奥几何和 Mila 团队有5篇论文被接收。这些论文涉及蛋白质设计、蛋白质-配体对接、蛋白质/小分子表征学习、图节点分类等领域和任务,提出或使用了生成模型、几何预训练、对比学习和变分推断等前沿技术。衷心祝贺所有研究者和合作者!
ProtSeed: Protein Sequence and Structure Co-Design with Equivariant Translation
Joint sequence-structure translation enables fast generative protein design.
ICLR 2023
E3Bind: An End-to-End Equivariant Network for Protein-Ligand Docking
End-to-end protein-ligand docking with SE(3)-equivariance.
ICLR 2023
GearNet: Protein Representation Learning by Geometric Structure Pretraining
Multiview contrastive pretraining yields rich protein structure representations.
ICLR 2023
SE(3)-DDM: Molecular Geometry Pretraining with SE(3)-Invariant Denoising Distance Matching
SE(3)-invariant 3D structure pretraining improves downstream performance.
ICLR 2023
GLEM: Learning on Large-scale Text-attributed Graphs via Variational Inference
GNN and LM fused as one with scalability & SOTA results on OGB datasets.
ICLR 2023 Notable Top 5%