Explainability

Select, Hypothesize and Verify: Towards Verified Neuron Concept Interpretation CVPR 2026 Self-Corrected Image Generation with Explainable Latent Rewards CVPR 2026 SIR: Structured Image Representations for Explainable Robot Learning CVPR 2026 SMARTER: A Data-efficient Framework to Improve Toxicity Detection with Explanation via Self-augmenting Large Language Models ACL 2026 SoftCAM: Making black box models self-explainable for medical image analysis MIDL 2026 Spinfo Cologne at SemEval-2026 Task 4: Explainable Creation of Narrativity Embeddings SemEval 2026 The Abstention Protocol: RCA for Clos Fabrics (Operational Systems) OSDI 2026 Thesis Proposal: An Explainable Multimodal Framework for Detecting Harmful Content in Code-Switched Children’s Media ACL 2026 Towards Explainable Diagnosis: A Self-learned Explanatory Knowledge Base Approach ACL 2026 Tracing Logit Trajectories Across Layer Depth: Dataset-Level Explainability for Language Models ACL 2026 TriEx: A Game-based Tri-View Framework for Explaining Internal Reasoning in Multi-Agent LLMs ACL 2026 Where, What, Why: Toward Explainable 3D-GS Watermarking CVPR 2026 A Data-Driven Diffusion-based Approach for Audio Deepfake Explanations Interspeech 2025 A Shapley-value Guided Rationale Editor for Rationale Learning AISTATS 2025 Axiomatic Explainer Globalness via Optimal Transport AISTATS 2025 BELIEF - Bayesian Sign Entropy Regularization for LIME Framework UAI 2025 Benchmarking Time-localized Explanations for Audio Classification Models Interspeech 2025 Beyond Conventional Metrics: using Entropic Triangles to Explain Balancing Methods in Acoustic Scene Classification Interspeech 2025 clujteam at SemEval-2025 Task 10: Finetuning SmolLM2 with Taxonomy-based Prompting for Explaining the Dominant Narrative in Propaganda Textt SemEval 2025 CSECU-Learners at SemEval-2025 Task 9: Enhancing Transformer Model for Explainable Food Hazard Detection in Text SemEval 2025 Cyclic Vision-Language Manipulator: Towards Reliable and Fine-Grained Image Interpretation for Automated Report Generation IJCAI 2025 Decision Information Meets Large Language Models: The Future of Explainable Operations Research ICLR 2025 Disentangling Interactions and Dependencies in Feature Attributions AISTATS 2025 Distributional Counterfactual Explanations With Optimal Transport AISTATS 2025 Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks ICLR 2025