causal analysis

Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs CVPR 2026 Exploring Transferability of Self-Supervised Learning by Task Conflict Calibration AAAI 2026 Skill Path: Unveiling Language Skills from Circuit Graphs AAAI 2026 Analyzing the Inner Workings of Transformers in Compositional Generalization NAACL 2025 Arithmetic Without Algorithms: Language Models Solve Math with a Bag of Heuristics ICLR 2025 Causally Modeling the Linguistic and Social Factors that Predict Email Response NAACL 2025 Circuit-Tracer: A New Library for Finding Feature Circuits EMNLP 2025 Establishing Trustworthy LLM Evaluation via Shortcut Neuron Analysis ACL 2025 Evaluating Semantic Variation in Text-to-Image Synthesis: A Causal Perspective ICLR 2025 From Imitation to Introspection: Probing Self-Consciousness in Language Models ACL 2025 How Likely Do LLMs with CoT Mimic Human Reasoning? COLING 2025 Look Before You Leap: Universal Emergent Mechanism for Retrieval in Language Models ICLR 2025 MCAM: Multimodal Causal Analysis Model for Ego-Vehicle-Level Driving Video Understanding ICCV 2025 Revealing the Deceptiveness of Knowledge Editing: A Mechanistic Analysis of Superficial Editing ACL 2025 UFID: A Unified Framework for Black-box Input-level Backdoor Detection on Diffusion Models AAAI 2025 Who Brings the Frisbee: Probing Hidden Hallucination Factors in Large Vision-Language Model via Causality Analysis WACV 2025 A Cat Is A Cat (Not A Dog!): Unraveling Information Mix-ups in Text-to-Image Encoders through Causal Analysis and Embedding Optimization NeurIPS 2024 Causal Analysis for Robust Interpretability of Neural Networks WACV 2024 Debiasing Algorithm through Model Adaptation ICLR 2024 Does Large Language Model Contain Task-Specific Neurons? EMNLP 2024 ExChain: Exception Dependency Analysis for Root Cause Diagnosis NSDI 2024 How do Language Models Bind Entities in Context? ICLR 2024 Quantifying and Mitigating Unimodal Biases in Multimodal Large Language Models: A Causal Perspective EMNLP 2024 RAVEL: Evaluating Interpretability Methods on Disentangling Language Model Representations ACL 2024 UniMEEC: Towards Unified Multimodal Emotion Recognition and Emotion Cause EMNLP 2024