Machine Learning

How to Fine-Tune Safely on a Budget: Model Adaptation Using Minimal Resources EMNLP 2025 How to Generalize the Detection of AI-Generated Text: Confounding Neurons EMNLP 2025 How to inject knowledge efficiently? Knowledge Infusion Scaling Law for Pre-training Large Language Models EMNLP 2025 How to Learn in a Noisy World? Self-Correcting the Real-World Data Noise in Machine Translation NAACL 2025 How to Leverage Digit Embeddings to Represent Numbers? COLING 2025 How to Make Large Language Models Generate 100% Valid Molecules? EMNLP 2025 How to Make Reproducible Research in Machine Unlearning with ERASURE IJCAI 2025 How To Make Your Cell Tracker Say "I dunno!" ICCV 2025 How to Merge Your Multimodal Models Over Time? CVPR 2025 How to Mitigate Overfitting in Weak-to-strong Generalization? ACL 2025 How to Move Your Dragon: Text-to-Motion Synthesis for Large-Vocabulary Objects ICML 2025 How to Probe: Simple Yet Effective Techniques for Improving Post-hoc Explanations ICLR 2025 How to Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation EMNLP 2025 How to Re-enable PDE Loss for Physical Systems Modeling Under Partial Observation AAAI 2025 How to set AdamW’s weight decay as you scale model and dataset size ICML 2025 How to Synthesize Text Data without Model Collapse? ICML 2025 How to Talk to Language Models: Serialization Strategies for Structured Entity Matching NAACL 2025 How to Train Long-Context Language Models (Effectively) ACL 2025 How to Train Your Multi-Exit Model? Analyzing the Impact of Training Strategies ICML 2025 How to Verify Any (Reasonable) Distribution Property: Computationally Sound Argument Systems for Distributions ICLR 2025 How Transformers Learn Regular Language Recognition: A Theoretical Study on Training Dynamics and Implicit Bias ICML 2025 How Transformers Learn Structured Data: Insights From Hierarchical Filtering ICML 2025 How Transliterations Improve Crosslingual Alignment COLING 2025 How Well Can a Long Sequence Model Model Long Sequences? Comparing Architectural Inductive Biases on Long-Context Abilities COLING 2025 How Well Can Reasoning Models Identify and Recover from Unhelpful Thoughts? EMNLP 2025