Knowledge & Reasoning

Optimizing the Optimization of Planning Domains by Automatic Action Schema Splitting AAAI 2024 Orchestrating Plasticity and Stability: A Continual Knowledge Graph Embedding Framework with Bio-Inspired Dual-Mask Mechanism ACML 2024 Ordering-Based Causal Discovery for Linear and Nonlinear Relations NeurIPS 2024 Out-of-Distribution Detection With Logical Reasoning WACV 2024 PAC-Bayesian Generalization Bounds for Knowledge Graph Representation Learning ICML 2024 Parameter Estimation in DAGs from Incomplete Data via Optimal Transport ICML 2024 Partial observation can induce mechanistic mismatches in data-constrained models of neural dynamics NeurIPS 2024 PathReasoner: Modeling Reasoning Path with Equivalent Extension for Logical Question Answering ACL 2024 Pauk at SemEval-2024 Task 4: A Neuro-Symbolic Method for Consistent Classification of Propaganda Techniques in Memes SemEval 2024 PEK: A Parameter-Efficient Framework for Knowledge-Grounded Dialogue Generation ACL 2024 PiVe: Prompting with Iterative Verification Improving Graph-based Generative Capability of LLMs ACL 2024 PIVOT: Iterative Visual Prompting Elicits Actionable Knowledge for VLMs ICML 2024 PizzaCommonSense: A Dataset for Commonsense Reasoning about Intermediate Steps in Cooking Recipes EMNLP 2024 Plausible Extractive Rationalization through Semi-Supervised Entailment Signal ACL 2024 Pluvial Flood Emulation with Hydraulics-informed Message Passing ICML 2024 Poincaré Differential Privacy for Hierarchy-Aware Graph Embedding AAAI 2024 Policy Learning for Localized Interventions from Observational Data AISTATS 2024 Position: Is machine learning good or bad for the natural sciences? ICML 2024 Position: The Causal Revolution Needs Scientific Pragmatism ICML 2024 Pragmatic Norms Are All You Need – Why The Symbol Grounding Problem Does Not Apply to LLMs EMNLP 2024 Predicting the Unpredictable: Uncertainty-Aware Reasoning over Temporal Knowledge Graphs via Diffusion Process ACL 2024 Prediction-powered Generalization of Causal Inferences ICML 2024 Predictive Coding beyond Correlations ICML 2024 Predictive Multiplicity of Knowledge Graph Embeddings in Link Prediction EMNLP 2024 Predictive Performance Comparison of Decision Policies Under Confounding ICML 2024