Representation Learning

Interpretable Company Similarity with Sparse Autoencoders ACL 2025 Interpretable Image Classification via Non-parametric Part Prototype Learning CVPR 2025 Interpretable Mnemonic Generation for Kanji Learning via Expectation-Maximization EMNLP 2025 Interpretable point cloud classification using multiple instance learning ICCV 2025 Interpretable Solutions for Multi-Physics PDEs Using T-NNGP AAAI 2025 Interpret and Control Dense Retrieval with Sparse Latent Features NAACL 2025 Interpret and Improve In-Context Learning via the Lens of Input-Label Mappings ACL 2025 Interpreting CLIP with Hierarchical Sparse Autoencoders ICML 2025 Interpreting Pretrained Language Models via Concept Bottlenecks (Extended Abstract) IJCAI 2025 Interpreting Topic Models in Byte-Pair Encoding Space COLING 2025 Inter-sentence Context Modeling and Structure-aware Representation Enhancement for Conversational Sentiment Quadruple Extraction EMNLP 2025 Intervening in Black Box: Concept Bottleneck Model for Enhancing Human Neural Network Mutual Understanding ICCV 2025 INT: Establishing Information Transfer for Multilingual Intent Detection and Slot Filling ACL 2025 Intra-view and Inter-view Correlation Guided Multi-view Novel Class Discovery ICCV 2025 Intrinsic Dimension Correlation: uncovering nonlinear connections in multimodal representations ICLR 2025 Intrinsic Image Decomposition for Robust Self-supervised Monocular Depth Estimation on Reflective Surfaces AAAI 2025 Intrinsic User-Centric Interpretability through Global Mixture of Experts ICLR 2025 Introducing Graph Context into Language Models through Parameter-Efficient Fine-Tuning for Lexical Relation Mining ACL 2025 Introducing Verification Task of Set Consistency with Set-Consistency Energy Networks ACL 2025 Invariance Makes LLM Unlearning Resilient Even to Unanticipated Downstream Fine-Tuning ICML 2025 Invariant Shape Representation Learning for Image Classification WACV 2025 Investigating and Scaling up Code-Switching for Multilingual Language Model Pre-Training ACL 2025 Investigating Dictionary Expansion for Video-based Sign Language Dictionaries EMNLP 2025 Investigating Multi-layer Representations for Dense Passage Retrieval EMNLP 2025 Investigating Pattern Neurons in Urban Time Series Forecasting ICLR 2025