Representation Learning

Self-Supervised Heterogeneous Graph Learning: a Homophily and Heterogeneity View ICLR 2024 Targeted Reduction of Causal Models UAI 2024 When is an Embedding Model More Promising than Another? NeurIPS 2024 Associative Memory Augmented Asynchronous Spatiotemporal Representation Learning for Event-based Perception ICLR 2023 Causal Estimation for Text Data with (Apparent) Overlap Violations ICLR 2023 C-Disentanglement: Discovering Causally-Independent Generative Factors under an Inductive Bias of Confounder NeurIPS 2023 Compositional Task Representations for Large Language Models ICLR 2023 DCI-ES: An Extended Disentanglement Framework with Connections to Identifiability ICLR 2023 DINO as a von Mises-Fisher mixture model ICLR 2023 HyTrel: Hypergraph-enhanced Tabular Data Representation Learning NeurIPS 2023 Improved Sample Complexity for Reward-free Reinforcement Learning under Low-rank MDPs ICLR 2023 Is a Caption Worth a Thousand Images? A Study on Representation Learning ICLR 2023 Layout Representation Learning with Spatial and Structural Hierarchies AAAI 2023 Learning Locality and Isotropy in Dialogue Modeling ICLR 2023 Lost and Found: How Self-Supervised Learning Helps GPS Coordinates Find Their Way ACML 2023 Neural Radiance Field Codebooks ICLR 2023 Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning ICLR 2023 Provable Benefits of Representational Transfer in Reinforcement Learning COLT 2023 Represent to Control Partially Observed Systems: Representation Learning with Provable Sample Efficiency ICLR 2023 RoPAWS: Robust Semi-supervised Representation Learning from Uncurated Data ICLR 2023 Simple Emergent Action Representations from Multi-Task Policy Training ICLR 2023 Spectral Decomposition Representation for Reinforcement Learning ICLR 2023 TeAST: Temporal Knowledge Graph Embedding via Archimedean Spiral Timeline ACL 2023 The hidden uniform cluster prior in self-supervised learning ICLR 2023 VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training ICLR 2023