Machine Learning

Length Representations in Large Language Models EMNLP 2025 LensLLM: Unveiling Fine-Tuning Dynamics for LLM Selection ICML 2025 LEO-MINI: An Efficient Multimodal Large Language Model using Conditional Token Reduction and Mixture of Multi-Modal Experts EMNLP 2025 LESA: Learnable LLM Layer Scaling-Up ACL 2025 LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging CVPR 2025 Less Attention is More: Prompt Transformer for Generalized Category Discovery CVPR 2025 Less, but Better: Efficient Multilingual Expansion for LLMs via Layer-wise Mixture-of-Experts ACL 2025 Less Can be More: An Empirical Evaluation of Small and Large Language Models for Sentence-level Claim Detection ACL 2025 Less for More: Enhanced Feedback-aligned Mixed LLMs for Molecule Caption Generation and Fine-Grained NLI Evaluation ACL 2025 Less Is More: Adaptive Program Repair with Bug Localization and Preference Learning AAAI 2025 Less is More: A Simple yet Effective Token Reduction Method for Efficient Multi-modal LLMs COLING 2025 Less is More: Efficient Model Merging with Binary Task Switch CVPR 2025 Less is More: Empowering GUI Agent with Context-Aware Simplification ICCV 2025 Less Is More? Examining Fairness in Pruned Large Language Models for Summarising Opinions EMNLP 2025 Less is More: Explainable and Efficient ICD Code Prediction with Clinical Entities ACL 2025 Less is More: Federated Graph Learning with Alleviating Topology Heterogeneity from A Causal Perspective ICML 2025 Less is More: The Effectiveness of Compact Typological Language Representations EMNLP 2025 Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings EMNLP 2025 Less Mature is More Adaptable for Sentence-level Language Modeling ACL 2025 Lessons and Insights from a Unifying Study of Parameter-Efficient Fine-Tuning (PEFT) in Visual Recognition CVPR 2025 Lessons for Editors of AI Incidents from the AI Incident Database AAAI 2025 Lessons Learned from the URGENT 2024 Speech Enhancement Challenge Interspeech 2025 Lessons Learned in Assessing Student Reflections with LLMs ACL 2025 Less Static, More Private: Towards Transferable Privacy-Preserving Action Recognition by Generative Decoupled Learning ICCV 2025 Let LLM Tell What to Prune and How Much to Prune ICML 2025