Representation Learning

Towards Human-Understandable Multi-Dimensional Concept Discovery CVPR 2025 Towards Infinite-Long Prefix in Transformer EMNLP 2025 Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective NAACL 2025 Towards Learnable Anchor for Deep Multi-View Clustering AAAI 2025 Towards Lossless Implicit Neural Representation via Bit Plane Decomposition CVPR 2025 Towards More Discriminative Feature Learning in SNNs with Temporal-Self-Erasing Supervision AAAI 2025 Towards Multi-System Log Anomaly Detection ACL 2025 Towards Practical Defect-Focused Automated Code Review ICML 2025 Towards Recognizing Spatial-temporal Collaboration of EEG Phase Brain Networks for Emotion Understanding IJCAI 2025 Towards Robust Deterministic and Probabilistic Modeling for Predictive Learning IJCAI 2025 Towards Robust, Efficient, and Practical Decision-Making: From Reward-Maximizing Deep Reinforcement Learning to Reward-Matching GFlowNets AAAI 2025 Towards Scalable Topological Regularizers ICLR 2025 Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models ICML 2025 Towards Semantic Equivalence of Tokenization in Multimodal LLM ICLR 2025 Towards Smart Point-and-Shoot Photography CVPR 2025 Towards Stable and Storage-efficient Dataset Distillation: Matching Convexified Trajectory CVPR 2025 Towards Text-Image Interleaved Retrieval ACL 2025 Towards Transferable Personality Representation Learning based on Triplet Comparisons and Its Applications EMNLP 2025 Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons COLING 2025 Towards Unified Native Spaces in Kernel Methods JMLR 2025 Towards Universal Offline Black-Box Optimization via Learning Language Model Embeddings ICML 2025 Towards Utilising a Range of Neural Activations for Comprehending Representational Associations WACV 2025 TraceGrad: a Framework Learning Expressive SO(3)-equivariant Non-linear Representations for Electronic-Structure Hamiltonian Prediction ICML 2025 Trace: Structural Riemannian Bridge Matching for Transferable Source Localization in Information Propagation IJCAI 2025 TRACE: Training and Inference-Time Interpretability Analysis for Language Models EMNLP 2025