Representation Learning

wav2tok: Deep Sequence Tokenizer for Audio Retrieval ICLR 2023 What shapes the loss landscape of self supervised learning? ICLR 2023 A First-Occupancy Representation for Reinforcement Learning ICLR 2022 A Rotated Hyperbolic Wrapped Normal Distribution for Hierarchical Representation Learning NeurIPS 2022 Cross-Lingual Transfer with Class-Weighted Language-Invariant Representations ICLR 2022 Environment Predictive Coding for Visual Navigation ICLR 2022 Generalization Bounded Implicit Learning of Nearly Discontinuous Functions L4DC 2022 Generalization Bounds and Representation Learning for Estimation of Potential Outcomes and Causal Effects JMLR 2022 Instance Regularization for Discriminative Language Model Pre-training EMNLP 2022 Learning by Directional Gradient Descent ICLR 2022 Learning Disentangled Representation in Pruning for Real-Time UAV Tracking ACML 2022 Learning Value Functions from Undirected State-only Experience ICLR 2022 Meta-Complementing the Semantics of Short Texts in Neural Topic Models NeurIPS 2022 Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction ICLR 2022 Retriever: Learning Content-Style Representation as a Token-Level Bipartite Graph ICLR 2022 SketchODE: Learning neural sketch representation in continuous time ICLR 2022 Syntax-guided Contrastive Learning for Pre-trained Language Model ACL 2022 Task-Induced Representation Learning ICLR 2022 A Deep Decomposable Model for Disentangling Syntax and Semantics in Sentence Representation EMNLP 2021 Anatomy of Catastrophic Forgetting: Hidden Representations and Task Semantics ICLR 2021 A Two-Stage Training Framework with Feature-Label Matching Mechanism for Learning from Label Proportions ACML 2021 Beyond Fully-Connected Layers with Quaternions: Parameterization of Hypercomplex Multiplications with $1/n$ Parameters ICLR 2021 Continual General Chunking Problem and SyncMap AAAI 2021 Data-Efficient Reinforcement Learning with Self-Predictive Representations ICLR 2021 Emergent Symbols through Binding in External Memory ICLR 2021