Interpretability

Multimodal Argumentative Fallacy Classification in Political Debates ACL 2025 Multi-modal brain encoding models for multi-modal stimuli ICLR 2025 Multimodal Fusion Learning with Dual Attention for Medical Imaging WACV 2025 Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models ACL 2025 Multimodal Interpretable Depression Analysis using Visual Physiological Audio and Textual Data WACV 2025 MultiPDENet: PDE-embedded Learning with Multi-time-stepping for Accelerated Flow Simulation ICML 2025 Multi-Scale Grouped Prototypes for Interpretable Semantic Segmentation WACV 2025 Multi-View Collaborative Learning Network for Speech Deepfake Detection AAAI 2025 MVTamperBench: Evaluating Robustness of Vision-Language Models ACL 2025 NarGINA: Towards Accurate and Interpretable Children’s Narrative Ability Assessment via Narrative Graphs ACL 2025 Narrowing Information Bottleneck Theory for Multimodal Image-Text Representations Interpretability ICLR 2025 Natural Language Counterfactual Explanations in Financial Text Classification: A Comparison of Generators and Evaluation Metrics ACL 2025 NAVER: A Neuro-Symbolic Compositional Automaton for Visual Grounding with Explicit Logic Reasoning ICCV 2025 Navigating Neural Space: Revisiting Concept Activation Vectors to Overcome Directional Divergence ICLR 2025 NCL-UoR at SemEval-2025 Task 3: Detecting Multilingual Hallucination and Related Observable Overgeneration Text Spans with Modified RefChecker and Modified SeflCheckGPT SemEval 2025 Near-Optimal Decision Trees in a SPLIT Second ICML 2025 NeSyCoCo: A Neuro-Symbolic Concept Composer for Compositional Generalization AAAI 2025 NetFormer: An interpretable model for recovering dynamical connectivity in neuronal population dynamics ICLR 2025 Network Inversion of Convolutional Neural Nets (Student Abstract) AAAI 2025 Neural Causal Graph for Interpretable and Intervenable Classification ICLR 2025 Neural Conformal Control for Time Series Forecasting AAAI 2025 Neural Interactive Proofs ICLR 2025 Neural Interpretable PDEs: Harmonizing Fourier Insights with Attention for Scalable and Interpretable Physics Discovery ICML 2025 Neural ODE Transformers: Analyzing Internal Dynamics and Adaptive Fine-tuning ICLR 2025 Neural Reasoning for Sure Through Constructing Explainable Models AAAI 2025