Knowledge & Reasoning

Open Relation Modeling: Learning to Define Relations between Entities ACL 2022 OPERA: Operation-Pivoted Discrete Reasoning over Text NAACL 2022 Optimal Rates for Regularized Conditional Mean Embedding Learning NeurIPS 2022 Optimal Transport for Causal Discovery ICLR 2022 Ordinal causal discovery UAI 2022 OrphicX: A Causality-Inspired Latent Variable Model for Interpreting Graph Neural Networks CVPR 2022 OTKGE: Multi-modal Knowledge Graph Embeddings via Optimal Transport NeurIPS 2022 PAIGE: Personalized Adaptive Interactions Graph Encoder for Query Rewriting in Dialogue Systems EMNLP 2022 PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion EMNLP 2022 PAR: Political Actor Representation Learning with Social Context and Expert Knowledge EMNLP 2022 Partial Counterfactual Identification from Observational and Experimental Data ICML 2022 Path-Specific Objectives for Safer Agent Incentives AAAI 2022 Perform like an Engine: A Closed-Loop Neural-Symbolic Learning Framework for Knowledge Graph Inference COLING 2022 Persona-Guided Planning for Controlling the Protagonist’s Persona in Story Generation NAACL 2022 Planning with Qualitative Action-Trajectory Constraints in PDDL IJCAI 2022 PolygonE: Modeling N-ary Relational Data as Gyro-Polygons in Hyperbolic Space AAAI 2022 Positive-Unlabeled Learning with Adversarial Data Augmentation for Knowledge Graph Completion IJCAI 2022 Pretrained Knowledge Base Embeddings for improved Sentential Relation Extraction ACL 2022 Procedural Text Understanding via Scene-Wise Evolution AAAI 2022 Process Independence Testing in Proximal Graphical Event Models CLeaR 2022 Program Transfer for Answering Complex Questions over Knowledge Bases ACL 2022 QCDCL with Cube Learning or Pure Literal Elimination - What is Best? IJCAI 2022 Query2Particles: Knowledge Graph Reasoning with Particle Embeddings NAACL 2022 Query-based Instance Discrimination Network for Relational Triple Extraction EMNLP 2022 Reasoning about Causal Models with Infinitely Many Variables AAAI 2022