Representation Learning

Behavioural vs. Representational Systematicity in End-to-End Models: An Opinionated Survey ACL 2025 Benchmarking Distributional Alignment of Large Language Models NAACL 2025 Beneath the Surface of Consistency: Exploring Cross-lingual Knowledge Representation Sharing in LLMs NAACL 2025 Better Aligned with Survey Respondents or Training Data? Unveiling Political Leanings of LLMs on U.S. Supreme Court Cases ACL 2025 BEVCalib: LiDAR-Camera Calibration via Geometry-Guided Bird’s-Eye View Representation CoRL 2025 Beyond Accuracy: Revisiting Out-of-Distribution Generalization in NLI Models CoNLL 2025 Beyond Atoms: Enhancing Molecular Pretrained Representations with 3D Space Modeling ICML 2025 Beyond Averages: Learning with Annotator Disagreement in STS EMNLP 2025 Beyond Bradley-Terry Models: A General Preference Model for Language Model Alignment ICML 2025 Beyond Citations: Integrating Finding-Based Relations for Improved Biomedical Article Representations ACL 2025 Beyond [cls]: Exploring the True Potential of Masked Image Modeling Representations ICCV 2025 Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning ACL 2025 Beyond Correctness: Confidence-Aware Reward Modeling for Enhancing Large Language Model Reasoning EMNLP 2025 Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025 Beyond Graph Convolution: Multimodal Recommendation with Topology-aware MLPs AAAI 2025 Beyond Homophily: Graph Contrastive Learning with Macro-Micro Message Passing AAAI 2025 Beyond Input Activations: Identifying Influential Latents by Gradient Sparse Autoencoders EMNLP 2025 Beyond instruction-conditioning, MoTE: Mixture of Task Experts for Multi-task Embedding Models ACL 2025 Beyond Isolated Words: Diffusion Brush for Handwritten Text-Line Generation ICCV 2025 Beyond Linear Digital Reading: An LLM-Powered Concept Mapping Approach for Reducing Cognitive Load ACL 2025 Beyond Logits: Aligning Feature Dynamics for Effective Knowledge Distillation ACL 2025 Beyond Message Passing: Neural Graph Pattern Machine ICML 2025 Beyond Pixel and Object: Part Feature as Reference for Few-Shot Video Object Segmentation AAAI 2025 Beyond Sequences: Two-dimensional Representation and Dependency Encoding for Code Generation ACL 2025 Beyond Sight: Towards Cognitive Alignment in LVLM via Enriched Visual Knowledge CVPR 2025