Interpretability

Selection-as-Nonlinearity: Bridging Attention and Activation via a Joint Game-Decision Lens for Interpretable, Discriminative Visual Representations CVPR 2026 Self-Interpretable Subgraph Neural Network with Deep Reinforcement Walk Exploration AAAI 2026 Semantic Token Clustering for Efficient Uncertainty Quantification in Large Language Models EACL 2026 Semantic Volume: Quantifying and Detecting Both External and Internal Uncertainty in LLMs AAAI 2026 SemCSE-Multi: Multifaceted and Decodable Embeddings for Aspect-Specific and Interpretable Scientific Domain Mapping ACL 2026 ShapBPT: Image Feature Attributions Using Data-Aware Binary Partition Trees AAAI 2026 Similar, but why? A Toolkit for Explaining Text Similarity EACL 2026 Simplifying Outcomes of Language Model Component Analyses with ELIA EACL 2026 SkiLLens: Recognising and Mapping Novel Skills from Millions of Job Ads Across Europe Using Language Models EACL 2026 Skill Path: Unveiling Language Skills from Circuit Graphs AAAI 2026 SL-CBM: Enhancing Concept Bottleneck Models with Semantic Locality for Better Interpretability AAAI 2026 SMiLE: Provably Enforcing Global Relational Properties in Neural Networks AAAI 2026 SOM Directions Are Better than One: Multi-Directional Refusal Suppression in Language Models AAAI 2026 Sparse Feature Coactivation Reveals Causal Semantic Modules in Large Language Models ACL 2026 Sparsity as a Key: Unlocking New Insights from Latent Structures for Out-of-Distribution Detection CVPR 2026 Spatial Graph Attention Network Modeling for Neighborhood-Scale Lead Contamination Risk Prediction Using Publicly Available Data AAAI 2026 Spectra: A Mechanistic Interpretability Library for Vision-Language Models ACL 2026 Spotlight Your Instructions: Instruction-following with Dynamic Attention Steering EACL 2026 SSplain: Sparse and Smooth Explainer for Retinopathy of Prematurity Classification WACV 2026 Stabilizing Cross-Modal Bidirectional Attribution: Few-Shot Adversarial Prompt Tuning for Robust Vision-Language Models AAAI 2026 Stabilizing Spiking Neurons Through Biologically Inspired Polarization AAAI 2026 Statistically Robust Sparse High-order Interaction Model AAAI 2026 Statistical Test for Attention in Transformers for Images and Time Series JMLR 2026 SteerForce at SemEval-2026 Task 11: Reducing Content Effects Using Layered Activation Steering SemEval 2026 Steering Large Language Models for Machine Translation Personalization EACL 2026