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Interpretability

7318 directly classified papers

Papers per year

Papers

RFI: Rectified Flow Intervention for Mitigating Object Hallucination in Large Vision-Language Models AAAI 2026

Rethinking Saliency Maps: A Cognitive Human Aligned Taxonomy and Evaluation Framework for Explanations AAAI 2026

Stabilizing Cross-Modal Bidirectional Attribution: Few-Shot Adversarial Prompt Tuning for Robust Vision-Language Models AAAI 2026

BrainLMM: A Label-Free Framework for Mapping Multi-Semantic Representation in the Human Visual Cortex AAAI 2026

Taming the Phantom: Token-Asymmetric Filtering for Hallucination Mitigation in Large Vision-Language Models AAAI 2026

Unified Mixture-of-Experts Framework for Joint Cardiac and Vascular Ultrasound Analysis and Report Generation AAAI 2026

Not All Tokens and Heads Are Equally Important: Dual-Level Attention Intervention for Hallucination Mitigation AAAI 2026

VisionReward: Fine-Grained Multi-Dimensional Human Preference Learning for Image and Video Generation AAAI 2026

Counterfactual eXplainable AI (XAI) Method for Deep Learning-Based Multivariate Time Series Classification AAAI 2026

BrainHGT: A Hierarchical Graph Transformer for Interpretable Brain Network Analysis AAAI 2026

Learning from Answer Sets via Single-Shot Disjunctive ASP Encoding AAAI 2026

Computing Syntax Tree-based Minimal Unsatisfiable Cores of LTLf Formulas AAAI 2026

Generating In-Distribution Counterfactual Explanation for Graph Neural Networks AAAI 2026

Statistically Robust Sparse High-order Interaction Model AAAI 2026

Forget What Has Seen: Selective Concept Unlearning in Segmentation Foundation Models AAAI 2026

Flexible Concept Bottleneck Model AAAI 2026

Self-Interpretable Subgraph Neural Network with Deep Reinforcement Walk Exploration AAAI 2026

Feature Attribution for Human Sensing with Radio Signals AAAI 2026

On Logical Extrapolation for Mazes with Recurrent and Implicit Networks AAAI 2026

Stabilizing Spiking Neurons Through Biologically Inspired Polarization AAAI 2026

Tighter Truncated Rectangular Prism Approximation for RNN Robustness Verification AAAI 2026

Online Conformal Selection with Accept-to-Reject Changes AAAI 2026

Exact Shapley Attributions in Quadratic-time for FANOVA Gaussian Processes AAAI 2026

Neuro-Symbolic Federated Learning over Heterogeneous Data-Views: A Structured Approach to Distributive EHR Modelling AAAI 2026

The Other Mind: How Language Models Exhibit Human Temporal Cognition AAAI 2026