2025 "explainable ai" Papers
15 papers found
AI2TALE: An Innovative Information Theory-based Approach for Learning to Localize Phishing Attacks
Van Nguyen, Tingmin Wu, Xingliang YUAN et al.
ICLR 2025poster
2
citations
AIGI-Holmes: Towards Explainable and Generalizable AI-Generated Image Detection via Multimodal Large Language Models
Ziyin Zhou, Yunpeng Luo, Yuanchen Wu et al.
ICCV 2025posterarXiv:2507.02664
13
citations
Data-centric Prediction Explanation via Kernelized Stein Discrepancy
Mahtab Sarvmaili, Hassan Sajjad, Ga Wu
ICLR 2025posterarXiv:2403.15576
2
citations
Explainably Safe Reinforcement Learning
Sabine Rieder, Stefan Pranger, Debraj Chakraborty et al.
NeurIPS 2025poster
LeapFactual: Reliable Visual Counterfactual Explanation Using Conditional Flow Matching
Zhuo Cao, Xuan Zhao, Lena Krieger et al.
NeurIPS 2025posterarXiv:2510.14623
1
citations
On Logic-based Self-Explainable Graph Neural Networks
Alessio Ragno, Marc Plantevit, Céline Robardet
NeurIPS 2025poster
Provable Gradient Editing of Deep Neural Networks
Zhe Tao, Aditya V Thakur
NeurIPS 2025spotlight
1
citations
RadZero: Similarity-Based Cross-Attention for Explainable Vision-Language Alignment in Chest X-ray with Zero-Shot Multi-Task Capability
Jonggwon Park, Byungmu Yoon, Soobum Kim et al.
NeurIPS 2025posterarXiv:2504.07416
1
citations
Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs
Steve Azzolin, Antonio Longa, Stefano Teso et al.
ICLR 2025posterarXiv:2406.15156
5
citations
Regression-adjusted Monte Carlo Estimators for Shapley Values and Probabilistic Values
R. Teal Witter, Yurong Liu, Christopher Musco
NeurIPS 2025posterarXiv:2506.11849
2
citations
Representational Difference Explanations
Neehar Kondapaneni, Oisin Mac Aodha, Pietro Perona
NeurIPS 2025posterarXiv:2505.23917
Seeing Through Deepfakes: A Human-Inspired Framework for Multi-Face Detection
Juan Hu, Shaojing Fan, Terence Sim
ICCV 2025posterarXiv:2507.14807
1
citations
SHAP values via sparse Fourier representation
Ali Gorji, Andisheh Amrollahi, Andreas Krause
NeurIPS 2025spotlightarXiv:2410.06300
2
citations
Smoothed Differentiation Efficiently Mitigates Shattered Gradients in Explanations
Adrian Hill, Neal McKee, Johannes Maeß et al.
NeurIPS 2025poster
VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models
Muchao Ye, Weiyang Liu, Pan He
CVPR 2025posterarXiv:2412.01095
8
citations