Deep Learning

Interpretability Illusions in the Generalization of Simplified Models ICML 2024 Interpretable Assessment of Speech Intelligibility Using Deep Learning: A Case Study on Speech Disorders Due to Head and Neck Cancers COLING 2024 Interpretable Composition Attribution Enhancement for Visio-linguistic Compositional Understanding EMNLP 2024 Interpretable Concept Bottlenecks to Align Reinforcement Learning Agents NeurIPS 2024 Interpretable data-driven model predictive control of building energy systems using SHAP L4DC 2024 Interpretable Diffusion via Information Decomposition ICLR 2024 Interpretable Image Classification with Adaptive Prototype-based Vision Transformers NeurIPS 2024 Interpretable Lightweight Transformer via Unrolling of Learned Graph Smoothness Priors NeurIPS 2024 Interpretable Measures of Conceptual Similarity by Complexity-Constrained Descriptive Auto-Encoding CVPR 2024 Interpretable Mesomorphic Networks for Tabular Data NeurIPS 2024 Interpretable Network Visualizations: A Human-in-the-Loop Approach for Post-hoc Explainability of CNN-based Image Classification IJCAI 2024 Interpretable Preferences via Multi-Objective Reward Modeling and Mixture-of-Experts EMNLP 2024 Interpretable Uncertainty-Aware Deep Regression with Cohort Saliency Analysis for Three-Slice CT Imaging Studies MIDL 2024 InterpreTabNet: Distilling Predictive Signals from Tabular Data by Salient Feature Interpretation ICML 2024 InterpretARA: Enhancing Hybrid Automatic Readability Assessment with Linguistic Feature Interpreter and Contrastive Learning AAAI 2024 Interpreting and Analysing CLIP's Zero-Shot Image Classification via Mutual Knowledge NeurIPS 2024 Interpreting and Improving Diffusion Models from an Optimization Perspective ICML 2024 Interpreting Arithmetic Mechanism in Large Language Models through Comparative Neuron Analysis EMNLP 2024 Interpreting CLIP with Sparse Linear Concept Embeddings (SpLiCE) NeurIPS 2024 Interpreting Context Look-ups in Transformers: Investigating Attention-MLP Interactions EMNLP 2024 Interpreting Conversational Dense Retrieval by Rewriting-Enhanced Inversion of Session Embedding ACL 2024 Interpreting Equivariant Representations ICML 2024 Interpreting Learned Feedback Patterns in Large Language Models NeurIPS 2024 Interpreting Temporal Knowledge Graph Reasoning (Student Abstract) AAAI 2024 Interpreting the Weight Space of Customized Diffusion Models NeurIPS 2024