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Papers (including subtopics)

Towards scientific discovery with dictionary learning: Extracting biological concepts from microscopy foundation models ICML 2025 Towards Self-Supervised Covariance Estimation in Deep Heteroscedastic Regression ICLR 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 Storage-Efficient Visual Document Retrieval: An Empirical Study on Reducing Patch-Level Embeddings ACL 2025 Towards Synergistic Path-based Explanations for Knowledge Graph Completion: Exploration and Evaluation ICLR 2025 Towards Text-Image Interleaved Retrieval ACL 2025 Towards Transferable Personality Representation Learning based on Triplet Comparisons and Its Applications EMNLP 2025 Towards Trustable SHAP Scores AAAI 2025 Towards Uncertainty Unification: A Case Study for Preference Learning RSS 2025 Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons COLING 2025 Towards Understanding Why FixMatch Generalizes Better Than Supervised Learning ICLR 2025 Towards Understanding Why Label Smoothing Degrades Selective Classification and How to Fix It ICLR 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 Towards Visual Localization Interoperability: Cross-Feature for Collaborative Visual Localization and Mapping ICCV 2025 Toward the Automatic Detection of Word Meaning Negotiation Indicators in Conversation EMNLP 2025 TPCH: Tensor-interacted Projection and Cooperative Hashing for Multi-view Clustering AAAI 2025 TPD-STR: Text Polygon Detection with Split Transformers 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 TRACI: A Data-centric Approach for Multi-Domain Generalization on Graphs AAAI 2025