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Interpretability

7318 directly classified papers

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Papers

NL2CA: Auto-formalizing Cognitive Decision-Making from Natural Language Using an Unsupervised CriticNL2LTL Framework AAAI 2026

Emotion-Coherent Reasoning for Multimodal LLMs via Emotional Rationale Verifier AAAI 2026

Concepts from Representations: Post-hoc Concept Bottleneck Models via Sparse Decomposition of Visual Representations AAAI 2026

False Positives Matter: Multidimensional Localization Evaluation and Training-Free Explainable Adversarial Patch Defense AAAI 2026

FineVAU: A Novel Human-Aligned Benchmark for Fine-Grained Video Anomaly Understanding AAAI 2026

NeuS-QA: Grounding Long-Form Video Understanding in Temporal Logic and Neuro-Symbolic Reasoning AAAI 2026

Verb Mirage: Unveiling and Assessing Verb Concept Hallucinations in Multimodal Large Language Models AAAI 2026

Injection Without Distortion: Geometrically Constrained Knowledge Enhancement for Vision-Language Models AAAI 2026

Look-Back: Implicit Visual Re-focusing in MLLM Reasoning AAAI 2026

Mitigating Entity Hallucinations in 3D Radiology Report Generation via Dual-Stream Alignment AAAI 2026

HISE-KT: Synergizing Heterogeneous Information Networks and LLMs for Explainable Knowledge Tracing with Meta-Path Optimization AAAI 2026

AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization AAAI 2026

Knowledge-Enhanced Explainable Hypergraph Convolution Network for Medication Recommendation AAAI 2026

Do Large Language Models Reason About Uncertainty Like Humans? A Benchmark on Hurricane Forecast Visualization Comprehension AAAI 2026

PKR-QA: A Benchmark for Procedural Knowledge Reasoning with Knowledge Module Learning AAAI 2026

E-Logic Prompt: Unified Energy-Logic Framework for Continual Visual Question Answering AAAI 2026

SCoUT: A Framework for Structured Stereotype Analysis in Language Models AAAI 2026

Facial-R1: Aligning Reasoning and Recognition for Facial Emotion Analysis AAAI 2026

When Smiley Turns Hostile: Interpreting How Emojis Trigger LLMs’ Toxicity AAAI 2026

Measuring the Unmeasurable: Unveiling Latent Cognitive Capabilities of LLM AAAI 2026

I Have Covered All the Bases Here: Interpreting Reasoning Features in Large Language Models via Sparse Autoencoders AAAI 2026

Expert-Guided Prompting and Retrieval-Augmented Generation for Emergency Medical Service Question Answering AAAI 2026

Seeing Is Believing: Rich-Context Hallucination Detection for MLLMs via Backward Visual Grounding AAAI 2026

A Reasoning Paradigm for Named Entity Recognition AAAI 2026

RetouchAgent: Towards Interactive and Explainable Image Retouching with MLLM Agents AAAI 2026