Representation Learning

In-Context Deep Learning via Transformer Models ICML 2025 Information Bottleneck-guided MLPs for Robust Spatial-temporal Forecasting ICML 2025 InnerThoughts: Disentangling Representations and Predictions in Large Language Models AISTATS 2025 Interchangeable Token Embeddings for Extendable Vocabulary and Alpha-Equivalence ICML 2025 Interpretable Failure Detection with Human-Level Concepts AAAI 2025 Interpretable Text Embeddings and Text Similarity Explanation: A Survey EMNLP 2025 Inter-Speaker Relative Cues for Text-Guided Target Speech Extraction Interspeech 2025 Intuitive Fine-Tuning: Towards Simplifying Alignment into a Single Process ACL 2025 Iterative Multilingual Spectral Attribute Erasure EMNLP 2025 Iterative Refinement, Not Training Objective, Makes HuBERT Behave Differently from wav2vec 2.0 Interspeech 2025 Iterative Sparse Attention for Long-sequence Recommendation AAAI 2025 IWRN:A Robust Blind Watermarking Method for Artwork Image Copyright Protection Against Noise Attack AAAI 2025 Joint Class-level and Instance-level Relationship Modeling for Novel Class Discovery AAAI 2025 Keys to Robust Edits: From Theoretical Insights to Practical Advances ACL 2025 Knowledge in Superposition: Unveiling the Failures of Lifelong Knowledge Editing for Large Language Models AAAI 2025 KodCode: A Diverse, Challenging, and Verifiable Synthetic Dataset for Coding ACL 2025 K-order Ranking Preference Optimization for Large Language Models ACL 2025 KVQ: Boosting Video Quality Assessment via Saliency-guided Local Perception CVPR 2025 LaMP-Val: Large Language Models Empower Personalized Valuation in Auction EMNLP 2025 Language-Guided Image Tokenization for Generation CVPR 2025 Language Models, Graph Searching, and Supervision Adulteration: When More Supervision is Less and How to Make More More ACL 2025 Language Pre-training Guided Masking Representation Learning for Time Series Classification AAAI 2025 LangVAE and LangSpace: Building and Probing for Language Model VAEs EMNLP 2025 Latent Imputation before Prediction: A New Computational Paradigm for De Novo Peptide Sequencing ICML 2025 Latent Space Imaging CVPR 2025