Interpretability

V?: Guided Visual Search as a Core Mechanism in Multimodal LLMs CVPR 2024 Video-CT MAE: Self-supervised Video-CT Domain Adaptation for Vertebral Fracture Diagnosis MIDL 2024 Video Diffusion Models are Training-free Motion Interpreter and Controller NeurIPS 2024 VideoFACT: Detecting Video Forgeries Using Attention, Scene Context, and Forensic Traces WACV 2024 VisDiaHalBench: A Visual Dialogue Benchmark For Diagnosing Hallucination in Large Vision-Language Models ACL 2024 Visual Concept Connectome (VCC): Open World Concept Discovery and their Interlayer Connections in Deep Models CVPR 2024 Visualising Changes in Semantic Neighbourhoods of English Noun Compounds over Time EMNLP 2024 ViTree: Single-Path Neural Tree for Step-Wise Interpretable Fine-Grained Visual Categorization AAAI 2024 VIXEN: Visual Text Comparison Network for Image Difference Captioning AAAI 2024 VLG-CBM: Training Concept Bottleneck Models with Vision-Language Guidance NeurIPS 2024 VSViG: Real-time Video-based Seizure Detection via Skeleton-based Spatiotemporal ViG ECCV 2024 Vulnerabilities of Large Language Models to Adversarial Attacks ACL 2024 Wave to Interlingua: Analyzing Representations of Multilingual Speech Transformers for Spoken Language Translation Interspeech 2024 Weak-eval-Strong: Evaluating and Eliciting Lateral Thinking of LLMs with Situation Puzzles NeurIPS 2024 Web-Scale Visual Entity Recognition: An LLM-Driven Data Approach NeurIPS 2024 What Does Parameter-free Probing Really Uncover? ACL 2024 What does the Knowledge Neuron Thesis Have to do with Knowledge? ICLR 2024 What Do Language Models Learn in Context? The Structured Task Hypothesis. ACL 2024 What Do Transformers Know about Government? COLING 2024 What if...?: Thinking Counterfactual Keywords Helps to Mitigate Hallucination in Large Multi-modal Models EMNLP 2024 What if you said that differently?: How Explanation Formats Affect Human Feedback Efficacy and User Perception NAACL 2024 What Is Missing For Graph Homophily? Disentangling Graph Homophily For Graph Neural Networks NeurIPS 2024 What Makes and Breaks Safety Fine-tuning? A Mechanistic Study NeurIPS 2024 What Makes Language Models Good-enough? ACL 2024 What Makes Math Word Problems Challenging for LLMs? NAACL 2024