Representation Learning

Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples CVPR 2025 LETS Forecast: Learning Embedology for Time Series Forecasting ICML 2025 Lexico: Extreme KV Cache Compression via Sparse Coding over Universal Dictionaries ICML 2025 Lifting Scheme-Based Implicit Disentanglement of Emotion-Related Facial Dynamics in the Wild AAAI 2025 Linear Steerability in Language Models: When It Emerges and How It Evolves EMNLP 2025 Listen to the Context: Towards Faithful Large Language Models for Retrieval Augmented Generation on Climate Questions ACL 2025 LLMs + Persona-Plug = Personalized LLMs ACL 2025 LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025 Logical Consistency is Vital: Neural-Symbolic Information Retrieval for Negative-Constraint Queries ACL 2025 Long-form Hallucination Detection with Self-elicitation ACL 2025 Lost in Multilinguality: Dissecting Cross-lingual Factual Inconsistency in Transformer Language Models ACL 2025 Low-distortion and GPU-compatible Tree Embeddings in Hyperbolic Space ICML 2025 LSCodec: Low-Bitrate and Speaker-Decoupled Discrete Speech Codec Interspeech 2025 LS-TGNN: Long and Short-Term Temporal Graph Neural Network for Session-Based Recommendation AAAI 2025 M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation CVPR 2025 MA-DPR: Manifold-aware Distance Metrics for Dense Passage Retrieval EMNLP 2025 MAD Speech: Measures of Acoustic Diversity of Speech NAACL 2025 MAGNET: Augmenting Generative Decoders with Representation Learning and Infilling Capabilities ACL 2025 Mamba-Based Graph Convolutional Networks: Tackling Over-smoothing with Selective State Space IJCAI 2025 MapExpert: Online HD Map Construction with Simple and Efficient Sparse Map Element Expert AAAI 2025 Matching While Perceiving: Enhance Image Feature Matching with Applicable Semantic Amalgamation AAAI 2025 MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025 Maximal Matching Matters: Preventing Representation Collapse for Robust Cross-Modal Retrieval ACL 2025 Measuring Representational Shifts in Continual Learning: A Linear Transformation Perspective ICML 2025 Memorization ≠ Understanding: Do Large Language Models Have the Ability of Scenario Cognition? EMNLP 2025