Machine Learning

Alignment-Augmented Speculative Decoding with Alignment Sampling and Conditional Verification EMNLP 2025 Alignment Drift in CEFR-prompted LLMs for Interactive Spanish Tutoring ACL 2025 Alignment for Efficient Tool Calling of Large Language Models EMNLP 2025 Alignment-Free RGB-T Salient Object Detection: A Large-Scale Dataset and Progressive Correlation Network AAAI 2025 Alignment, Mining and Fusion: Representation Alignment with Hard Negative Mining and Selective Knowledge Fusion for Medical Visual Question Answering CVPR 2025 Alignment of CNN and Human Judgments of Geometric and Topological Concepts AAAI 2025 Alignment Quality Index (AQI) : Beyond Refusals: AQI as an Intrinsic Alignment Diagnostic via Latent Geometry, Cluster Divergence, and Layer wise Pooled Representations EMNLP 2025 Alignment with Fill-In-the-Middle for Enhancing Code Generation EMNLP 2025 Align-Pro: A Principled Approach to Prompt Optimization for LLM Alignment AAAI 2025 Align-SLM: Textless Spoken Language Models with Reinforcement Learning from AI Feedback ACL 2025 AlignX: Advancing Multilingual Large Language Models with Multilingual Representation Alignment EMNLP 2025 A Likelihood Based Approach to Distribution Regression Using Conditional Deep Generative Models ICML 2025 ALinFiK: Learning to Approximate Linearized Future Influence Kernel for Scalable Third-Party LLM Data Valuation NAACL 2025 A Little Goes a Long Way: Efficient Long Context Training and Inference with Partial Contexts ICLR 2025 A Little Human Data Goes A Long Way ACL 2025 ALLabel: Three-stage Active Learning for LLM-based Entity Recognition using Demonstration Retrieval EMNLP 2025 All-atom Diffusion Transformers: Unified generative modelling of molecules and materials ICML 2025 All-directional Disparity Estimation for Real-world QPD Images CVPR 2025 AlleNoise - large-scale text classification benchmark dataset with real-world label noise AISTATS 2025 Alleviate and Mining: Rethinking Unsupervised Domain Adaptation for Mitochondria Segmentation from Pseudo-Label Perspective AAAI 2025 Alleviating Distribution Shift in Synthetic Data for Machine Translation Quality Estimation ACL 2025 Alleviating Dual Biases in Recommendation (Student Abstract) AAAI 2025 Alleviating Hallucinations from Knowledge Misalignment in Large Language Models via Selective Abstention Learning ACL 2025 Alleviating Hallucinations in Large Language Models via Truthfulness-driven Rank-adaptive LoRA ACL 2025 Alleviating Hallucinations of Large Language Models through Induced Hallucinations NAACL 2025