Interpretability

SGD Jittering: A Training Strategy for Robust and Accurate Model-Based Architectures ICML 2025 Shallow Focus, Deep Fixes: Enhancing Shallow Layers Vision Attention Sinks to Alleviate Hallucination in LVLMs EMNLP 2025 Shape and Texture: What Influences Reliable Optical Flow Estimation? CVPR 2025 Shaping the Safety Boundaries: Understanding and Defending Against Jailbreaks in Large Language Models ACL 2025 SHARP: Steering Hallucination in LVLMs via Representation Engineering EMNLP 2025 SHARP: Unlocking Interactive Hallucination via Stance Transfer in Role-Playing LLMs ACL 2025 Sheaf Discovery with Joint Computation Graph Pruning and Flexible Granularity EMNLP 2025 Shedding Light on Time Series Classification using Interpretability Gated Networks ICLR 2025 SHIFT: Smoothing Hallucinations by Information Flow Tuning for Multimodal Large Language Models ICCV 2025 Short-circuiting Shortcuts: Mechanistic Investigation of Shortcuts in Text Classification CoNLL 2025 Should I Believe in What Medical AI Says? A Chinese Benchmark for Medication Based on Knowledge and Reasoning ACL 2025 Should I Share this Translation? Evaluating Quality Feedback for User Reliance on Machine Translation EMNLP 2025 Show and Tell: Visually Explainable Deep Neural Nets via Spatially-Aware Concept Bottleneck Models CVPR 2025 SIC: Similarity-Based Interpretable Image Classification with Neural Networks ICCV 2025 SimBA: Simplifying Benchmark Analysis Using Performance Matrices Alone EMNLP 2025 SIMBA UQ: Similarity-Based Aggregation for Uncertainty Quantification in Large Language Models EMNLP 2025 Simple Factuality Probes Detect Hallucinations in Long-Form Natural Language Generation EMNLP 2025 Simulating Identity, Propagating Bias: Abstraction and Stereotypes in LLM-Generated Text EMNLP 2025 SkillTree: Explainable Skill-Based Deep Reinforcement Learning for Long-Horizon Control Tasks AAAI 2025 SkillVerse : Assessing and Enhancing LLMs with Tree Evaluation ACL 2025 Skip the Equations: Learning Behavior of Personalized Dynamical Systems Directly From Data ICML 2025 SliderSpace: Decomposing the Visual Capabilities of Diffusion Models ICCV 2025 Small Changes, Big Impact: How Manipulating a Few Neurons Can Drastically Alter LLM Aggression ACL 2025 Smaller Large Language Models Can Do Moral Self-Correction NAACL 2025 SMLE: Safe Machine Learning via Embedded Overapproximation AAAI 2025