geometric deep learning

Boosting Sample Efficiency and Generalization in Multi-agent Reinforcement Learning via Equivariance NeurIPS 2024 CGAPoseNet+GCAN: A Geometric Clifford Algebra Network for Geometry-Aware Camera Pose Regression WACV 2024 DeltaDock: A Unified Framework for Accurate, Efficient, and Physically Reliable Molecular Docking NeurIPS 2024 De novo Protein Design Using Geometric Vector Field Networks ICLR 2024 Doubly Hierarchical Geometric Representations for Strand-based Human Hairstyle Generation NeurIPS 2024 DR-Label: Label Deconstruction and Reconstruction of GNN Models for Catalysis Systems AAAI 2024 E(3)-Equivariant Mesh Neural Networks AISTATS 2024 EBMDock: Neural Probabilistic Protein-Protein Docking via a Differentiable Energy Model ICLR 2024 Effective Structural Encodings via Local Curvature Profiles ICLR 2024 Euclidean, Projective, Conformal: Choosing a Geometric Algebra for Equivariant Transformers AISTATS 2024 Evaluating Representation Learning on the Protein Structure Universe ICLR 2024 Finsler-Laplace-Beltrami Operators with Application to Shape Analysis CVPR 2024 Geometric Trajectory Diffusion Models NeurIPS 2024 GeSS: Benchmarking Geometric Deep Learning under Scientific Applications with Distribution Shifts NeurIPS 2024 GSO-Net: Grid Surface Optimization via Learning Geometric Constraints AAAI 2024 Learning Infinitesimal Generators of Continuous Symmetries from Data NeurIPS 2024 Magic123: One Image to High-Quality 3D Object Generation Using Both 2D and 3D Diffusion Priors ICLR 2024 Mixed Geometry Message and Trainable Convolutional Attention Network for Knowledge Graph Completion AAAI 2024 Position: Categorical Deep Learning is an Algebraic Theory of All Architectures ICML 2024 Position: Topological Deep Learning is the New Frontier for Relational Learning ICML 2024 Rigid Protein-Protein Docking via Equivariant Elliptic-Paraboloid Interface Prediction ICLR 2024 Simplicial Representation Learning with Neural k-Forms ICLR 2024 Skinned Motion Retargeting with Dense Geometric Interaction Perception NeurIPS 2024 Space-Time Continuous PDE Forecasting using Equivariant Neural Fields NeurIPS 2024 UniIF: Unified Molecule Inverse Folding NeurIPS 2024