Interpretability

From Neurons to Neutrons: A Case Study in Interpretability ICML 2024 Full Bayesian Significance Testing for Neural Networks AAAI 2024 Full Bayesian Significance Testing for Neural Networks in Traffic Forecasting IJCAI 2024 Fully-Dynamic Approximate Decision Trees With Worst-Case Update Time Guarantees ICML 2024 Functionality learning through specification instructions EMNLP 2024 Function Vectors in Large Language Models ICLR 2024 GAIA: Rethinking Action Quality Assessment for AI-Generated Videos NeurIPS 2024 Gaitor: Learning a Unified Representation Across Gaits for Real-World Quadruped Locomotion CoRL 2024 GAMC: An Unsupervised Method for Fake News Detection Using Graph Autoencoder with Masking AAAI 2024 Gaps or Hallucinations? Scrutinizing Machine-Generated Legal Analysis for Fine-grained Text Evaluations EMNLP 2024 Gaussian Plane-Wave Neural Operator for Electron Density Estimation ICML 2024 Gaussian Process Neural Additive Models AAAI 2024 Gemma Scope: Open Sparse Autoencoders Everywhere All At Once on Gemma 2 EMNLP 2024 Generalizable Sarcasm Detection is Just Around the Corner, of Course! NAACL 2024 Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning ACL 2024 Generating and Evaluating Plausible Explanations for Knowledge Graph Completion ACL 2024 Generating Diagnostic and Actionable Explanations for Fair Graph Neural Networks AAAI 2024 Generating In-Distribution Proxy Graphs for Explaining Graph Neural Networks ICML 2024 Generating Media Background Checks for Automated Source Critical Reasoning EMNLP 2024 Generative Models for Automatic Medical Decision Rule Extraction from Text EMNLP 2024 GiLOT: Interpreting Generative Language Models via Optimal Transport ICML 2024 GINN-LP: A Growing Interpretable Neural Network for Discovering Multivariate Laurent Polynomial Equations AAAI 2024 G–LIME: Statistical Learning for Local Interpretations of Deep Neural Networks Using Global Priors (Abstract Reprint) AAAI 2024 Global Distortions from Local Rewards: Neural Coding Strategies in Path-Integrating Neural Systems NeurIPS 2024 GNNBoundary: Towards Explaining Graph Neural Networks through the Lens of Decision Boundaries ICLR 2024