Representation Learning

The Numerical Stability of Hyperbolic Representation Learning ICML 2023 Theoretical and Practical Perspectives on what Influence Functions Do NeurIPS 2023 The Persistent Laplacian for Data Science: Evaluating Higher-Order Persistent Spectral Representations of Data ICML 2023 The Pursuit of Human Labeling: A New Perspective on Unsupervised Learning NeurIPS 2023 The Role of Entropy and Reconstruction in Multi-View Self-Supervised Learning ICML 2023 The Role of Global and Local Context in Named Entity Recognition ACL 2023 The SSL Interplay: Augmentations, Inductive Bias, and Generalization ICML 2023 The Surprising Effectiveness of Equivariant Models in Domains with Latent Symmetry ICLR 2023 The Trade-off between Universality and Label Efficiency of Representations from Contrastive Learning ICLR 2023 The Transient Nature of Emergent In-Context Learning in Transformers NeurIPS 2023 The Tunnel Effect: Building Data Representations in Deep Neural Networks NeurIPS 2023 The Wisdom of Hindsight Makes Language Models Better Instruction Followers ICML 2023 The Zipfian Challenge: Learning the statistical fingerprint of natural languages CoNLL 2023 THiFLY Research at SemEval-2023 Task 7: A Multi-granularity System for CTR-based Textual Entailment and Evidence Retrieval SemEval 2023 Tied-Augment: Controlling Representation Similarity Improves Data Augmentation ICML 2023 Time-Aware Random Walk Diffusion to Improve Dynamic Graph Learning AAAI 2023 Time-Aware Representation Learning for Time-Sensitive Question Answering EMNLP 2023 Time Does Tell: Self-Supervised Time-Tuning of Dense Image Representations ICCV 2023 Time Series Contrastive Learning with Information-Aware Augmentations AAAI 2023 Time Series Kernels based on Nonlinear Vector AutoRegressive Delay Embeddings NeurIPS 2023 TimesNet: Temporal 2D-Variation Modeling for General Time Series Analysis ICLR 2023 Timewarp: Transferable Acceleration of Molecular Dynamics by Learning Time-Coarsened Dynamics NeurIPS 2023 TINC: Tree-Structured Implicit Neural Compression CVPR 2023 TMA: Temporal Motion Aggregation for Event-based Optical Flow ICCV 2023 Token Boosting for Robust Self-Supervised Visual Transformer Pre-Training CVPR 2023