Deep Learning

How Much is a Noisy Image Worth? Data Scaling Laws for Ambient Diffusion. ICLR 2025 How Much Knowledge Can You Pack into a LoRA Adapter without Harming LLM? NAACL 2025 How Not to Stitch Representations to Measure Similarity: Task Loss Matching Versus Direct Matching AAAI 2025 How Persuasive Is Your Context? EMNLP 2025 How Private are Language Models in Abstractive Summarization? EMNLP 2025 How Programming Concepts and Neurons Are Shared in Code Language Models ACL 2025 How Sampling Affects the Detectability of Machine-written texts: A Comprehensive Study EMNLP 2025 How to Compare Things Properly? A Study of Argument Relevance in Comparative Question Answering ACL 2025 How to Connect Speech Foundation Models and Large Language Models? What Matters and What Does Not Interspeech 2025 How to Evaluate and Mitigate IP Infringement in Visual Generative AI? ICML 2025 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 Make Large Language Models Generate 100% Valid Molecules? EMNLP 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 Protect Yourself from 5G Radiation? Investigating LLM Responses to Implicit Misinformation EMNLP 2025 How to Recover Long Audio Sequences Through Gradient Inversion Attack With Dynamic Segment-based Reconstruction Interspeech 2025 How to select slices for annotation to train best-performing deep learning segmentation models for cross-sectional medical images? MIDL 2025 How to set AdamW’s weight decay as you scale model and dataset size ICML 2025 How to Train Long-Context Language Models (Effectively) ACL 2025 How Well Can a Long Sequence Model Model Long Sequences? Comparing Architectural Inductive Biases on Long-Context Abilities COLING 2025 How Well Can Transformers Emulate In-Context Newton’s Method? AISTATS 2025 How Well Do Large Language Models Extract Keywords? A Systematic Evaluation on Scientific Corpora NAACL 2025 HPSv3: Towards Wide-Spectrum Human Preference Score ICCV 2025