Interpretability

Beyond Geometry: Comparing the Temporal Structure of Computation in Neural Circuits with Dynamical Similarity Analysis NeurIPS 2023 Beyond In-Domain Scenarios: Robust Density-Aware Calibration ICML 2023 Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture EMNLP 2023 Beyond Single Path Integrated Gradients for Reliable Input Attribution via Randomized Path Sampling ICCV 2023 Beyond the Universal Law of Robustness: Sharper Laws for Random Features and Neural Tangent Kernels ICML 2023 BiasX: “Thinking Slow” in Toxic Content Moderation with Explanations of Implied Social Biases EMNLP 2023 Birth of a Transformer: A Memory Viewpoint NeurIPS 2023 Blackbird language matrices (BLM), a new task for rule-like generalization in neural networks: Can Large Language Models pass the test? EMNLP 2023 Black-box language model explanation by context length probing ACL 2023 BNN-DP: Robustness Certification of Bayesian Neural Networks via Dynamic Programming ICML 2023 Bort: Towards Explainable Neural Networks with Bounded Orthogonal Constraint ICLR 2023 Brain Dissection: fMRI-trained Networks Reveal Spatial Selectivity in the Processing of Natural Images NeurIPS 2023 BRAINTEASER: Lateral Thinking Puzzles for Large Language Models EMNLP 2023 Break It Down: Evidence for Structural Compositionality in Neural Networks NeurIPS 2023 Bridging Argument Quality and Deliberative Quality Annotations with Adapters EACL 2023 Calibrating a Deep Neural Network with Its Predecessors IJCAI 2023 Calibrating the Rigged Lottery: Making All Tickets Reliable ICLR 2023 CAME: Contrastive Automated Model Evaluation ICCV 2023 Can BERT eat RuCoLA? Topological Data Analysis to Explain EACL 2023 Can ChatGPT Defend its Belief in Truth? Evaluating LLM Reasoning via Debate EMNLP 2023 Can LLMs Facilitate Interpretation of Pre-trained Language Models? EMNLP 2023 Can Neural Networks Learn Implicit Logic from Physical Reasoning? ICLR 2023 Can Pretrained Language Models Derive Correct Semantics from Corrupt Subwords under Noise? ACL 2023 Can We Faithfully Represent Absence States to Compute Shapley Values on a DNN? ICLR 2023 CAPP-130: A Corpus of Chinese Application Privacy Policy Summarization and Interpretation NeurIPS 2023