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Interpretability

7318 directly classified papers

Papers per year

Papers

The Art of Saying "Maybe": A Conformal Lens for Uncertainty Benchmarking in VLMs EACL 2026

Contrastive Integrated Gradients: A Feature Attribution-Based Method for Explaining Whole Slide Image Classification WACV 2026

SurgXBench: Explainable Vision-Language Model Benchmark for Surgery WACV 2026

SceneProp: Combining Neural Network and Markov Random Field for Scene-Graph Grounding WACV 2026

ExDDV: A New Dataset for Explainable Deepfake Detection in Video WACV 2026

TaxonRL: Reinforcement Learning with Intermediate Rewards for Interpretable Fine-Grained Visual Reasoning WACV 2026

Understanding Human-Like Biases in VLMs via Subjective Face Analytics WACV 2026

Towards Reliable Test-Time Adaptation: Style Invariance as a Correctness Likelihood WACV 2026

Activation-Space Personality Steering: Hybrid Layer Selection for Stable Trait Control in LLMs EACL 2026

Beyond Multiple Choice: Evaluating Steering Vectors for Summarization EACL 2026

Beyond Math: Stories as a Testbed for Memorization-Constrained Reasoning in LLMs EACL 2026

Journey Before Destination: On the importance of Visual Faithfulness in Slow Thinking EACL 2026

Persona Prompting as a Lens on LLM Social Reasoning EACL 2026

ExAnte: A Benchmark for Ex-Ante Inference in Large Language Models EACL 2026

TRACE: A Framework for Analyzing and Enhancing Stepwise Reasoning in Vision-Language Models EACL 2026

Evaluation and LLM-Guided Learning of ICD Coding Rationales EACL 2026

VisDoT : Enhancing Visual Reasoning through Human-Like Interpretation Grounding and Decomposition of Thought EACL 2026

Auditing Language Model Unlearning via Information Decomposition EACL 2026

A Unified View on Emotion Representation in Large Language Models EACL 2026

Where Do LLMs Compose Meaning? A Layerwise Analysis of Compositional Robustness EACL 2026

Sycophancy Hides Linearly in the Attention Heads EACL 2026

Recursive numeral systems are highly regular and easy to process EACL 2026

Korean Canonical Legal Benchmark: Toward Knowledge-Independent Evaluation of LLMs’ Legal Reasoning Capabilities EACL 2026

Do Generative Video Models Understand Physical Principles? WACV 2026

CAAC: Confidence-Aware Attention Calibration to Reduce Hallucinations in Large Vision-Language Models WACV 2026