information flow

Aligning What Vision-Language Models See and Perceive with Adaptive Information Flow CVPR 2026 Causal Importance for Physics-Informed Machine Learning CLeaR 2026 FG-TRACER: Tracing Information Flow in Multimodal Large Language Models in Free-Form Generation WACV 2026 Follow the Flow: On Information Flow Across Textual Tokens in Text-to-Image Models ACL 2026 LLMs Faithfully and Iteratively Compute Answers During CoT: A Systematic Analysis With Multi-step Arithmetics EACL 2026 Reasoning Fails Where Step Flow Breaks ACL 2026 Cross-modal Information Flow in Multimodal Large Language Models CVPR 2025 Detecting LLM Hallucination Through Layer-wise Information Deficiency: Analysis of Ambiguous Prompts and Unanswerable Questions EMNLP 2025 ESPFormer: Doubly-Stochastic Attention with Expected Sliced Transport Plans ICML 2025 Explaining ViTs Using Information Flow AISTATS 2025 Fact Recall, Heuristics or Pure Guesswork? Precise Interpretations of Language Models for Fact Completion ACL 2025 From Redundancy to Relevance: Information Flow in LVLMs Across Reasoning Tasks NAACL 2025 InDistill: Information Flow-Preserving Knowledge Distillation for Model Compression WACV 2025 Mamba Knockout for Unraveling Factual Information Flow ACL 2025 Mitigating Hallucination in Large Vision-Language Models through Aligning Attention Distribution to Information Flow EMNLP 2025 Nonlinear multiregion neural dynamics with parametric impulse response communication channels ICLR 2025 On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems AAAI 2025 SHIFT: Smoothing Hallucinations by Information Flow Tuning for Multimodal Large Language Models ICCV 2025 Value Residual Learning ACL 2025 VITAL: More Understandable Feature Visualization through Distribution Alignment and Relevant Information Flow ICCV 2025 An Information-Flow Perspective on Algorithmic Fairness AAAI 2024 DenseFormer: Enhancing Information Flow in Transformers via Depth Weighted Averaging NeurIPS 2024 GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network ACL 2024 Increasing Biases Can Be More Efficient Than Increasing Weights WACV 2024 Information Flow Routes: Automatically Interpreting Language Models at Scale EMNLP 2024