Interpretability

Faithful and Plausible Natural Language Explanations for Image Classification: A Pipeline Approach EMNLP 2024 Faithful Chart Summarization with ChaTS-Pi ACL 2024 Faithful Explanations of Black-box NLP Models Using LLM-generated Counterfactuals ICLR 2024 Faithful Logical Reasoning via Symbolic Chain-of-Thought ACL 2024 Faithful Model Explanations through Energy-Constrained Conformal Counterfactuals AAAI 2024 Faithfulness and the Notion of Adversarial Sensitivity in NLP Explanations EMNLP 2024 Faithfulness Measurable Masked Language Models ICML 2024 Faithful Rule Extraction for Differentiable Rule Learning Models ICLR 2024 Faithful Vision-Language Interpretation via Concept Bottleneck Models ICLR 2024 FaithScore: Fine-grained Evaluations of Hallucinations in Large Vision-Language Models EMNLP 2024 Faster Repeated Evasion Attacks in Tree Ensembles NeurIPS 2024 Feature Attribution with Necessity and Sufficiency via Dual-stage Perturbation Test for Causal Explanation ICML 2024 Feature emergence via margin maximization: case studies in algebraic tasks ICLR 2024 Feature Importance Disparities for Data Bias Investigations ICML 2024 Federated Behavioural Planes: Explaining the Evolution of Client Behaviour in Federated Learning NeurIPS 2024 Federated Self-Explaining GNNs with Anti-shortcut Augmentations ICML 2024 FEEL-SNN: Robust Spiking Neural Networks with Frequency Encoding and Evolutionary Leak Factor NeurIPS 2024 Few-Shot Detection of Machine-Generated Text using Style Representations ICLR 2024 FFAM: Feature Factorization Activation Map for Explanation of 3D Detectors NeurIPS 2024 Finding Alignments Between Interpretable Causal Variables and Distributed Neural Representations CLeaR 2024 Finding and Editing Multi-Modal Neurons in Pre-Trained Transformers ACL 2024 Finding Blind Spots in Evaluator LLMs with Interpretable Checklists EMNLP 2024 Finding Interpretable Class-Specific Patterns through Efficient Neural Search AAAI 2024 Finding NeMo: Localizing Neurons Responsible For Memorization in Diffusion Models NeurIPS 2024 Finding NEM-U: Explaining unsupervised representation learning through neural network generated explanation masks ICML 2024