Interpretability

Wrapper Boxes for Faithful Attribution of Model Predictions to Training Data EMNLP 2024 Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information EMNLP 2024 WSC+: Enhancing The Winograd Schema Challenge Using Tree-of-Experts EACL 2024 WWW: A Unified Framework for Explaining What Where and Why of Neural Networks by Interpretation of Neuron Concepts CVPR 2024 X-ACE: Explainable and Multi-factor Audio Captioning Evaluation ACL 2024 XAI-Attack: Utilizing Explainable AI to Find Incorrectly Learned Patterns for Black-Box Adversarial Example Creation COLING 2024 XAI for Better Exploitation of Text in Medical Decision Support ACL 2024 XAI-Lyricist: Improving the Singability of AI-Generated Lyrics with Prosody Explanations IJCAI 2024 XAL: EXplainable Active Learning Makes Classifiers Better Low-resource Learners NAACL 2024 XANE: eXplainable Acoustic Neural Embeddings Interspeech 2024 XDetox: Text Detoxification with Token-Level Toxicity Explanations EMNLP 2024 XFibrosis: Explicit Vessel-Fiber Modeling for Fibrosis Staging from Liver Pathology Images CVPR 2024 XGA-Osteo: Towards XAI-Enabled Knee Osteoarthritis Diagnosis with Adversarial Learning IJCAI 2024 xMIL: Insightful Explanations for Multiple Instance Learning in Histopathology NeurIPS 2024 XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs EMNLP 2024 XRec: Large Language Models for Explainable Recommendation EMNLP 2024 Yet Another ICU Benchmark: A Flexible Multi-Center Framework for Clinical ML ICLR 2024 YNU-HPCC at SemEval-2024 Task 5: Regularized Legal-BERT for Legal Argument Reasoning Task in Civil Procedure SemEval 2024 Zero-Shot Robustification of Zero-Shot Models ICLR 2024 Zhenmei at WASSA-2024 Empathy and Personality Shared Track 2 Incorporating Pearson Correlation Coefficient as a Regularization Term for Enhanced Empathy and Emotion Prediction in Conversational Turns ACL 2024 π-Light: Programmatic Interpretable Reinforcement Learning for Resource-Limited Traffic Signal Control AAAI 2024 M^4: A Unified XAI Benchmark for Faithfulness Evaluation of Feature Attribution Methods across Metrics, Modalities and Models NeurIPS 2023 A Benchmark for Reasoning with Spatial Prepositions EMNLP 2023 Absolute Position Embedding Learns Sinusoid-like Waves for Attention Based on Relative Position EMNLP 2023 A Causal Framework for Decomposing Spurious Variations NeurIPS 2023