Reasoning

Finding Invariants of Distributed Systems: It's a Small (Enough) World After All NSDI 2021 Fine-grained Temporal Relation Extraction with Ordered-Neuron LSTM and Graph Convolutional Networks EMNLP 2021 FLAME: A Fast Large-scale Almost Matching Exactly Approach to Causal Inference JMLR 2021 Focused Inference and System P AAAI 2021 GENE: Global Event Network Embedding NAACL 2021 Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction AAAI 2021 Generating Hypothetical Events for Abductive Inference ACL 2021 GMH: A General Multi-hop Reasoning Model for KG Completion EMNLP 2021 GoJournal: a verified, concurrent, crash-safe journaling system OSDI 2021 GraphMR: Graph Neural Network for Mathematical Reasoning EMNLP 2021 Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification EMNLP 2021 HIP Network: Historical Information Passing Network for Extrapolation Reasoning on Temporal Knowledge Graph IJCAI 2021 How much coffee was consumed during EMNLP 2019? Fermi Problems: A New Reasoning Challenge for AI EMNLP 2021 How to Gain on Power: Novel Conditional Independence Tests Based on Short Expansion of Conditional Mutual Information JMLR 2021 Hybrid Probabilistic Inference with Logical and Algebraic Constraints: a Survey IJCAI 2021 Hyperbolic Hierarchy-Aware Knowledge Graph Embedding for Link Prediction EMNLP 2021 Identification and Estimation of Joint Probabilities of Potential Outcomes in Observational Studies with Covariate Information NeurIPS 2021 Identifying Causal Influences on Publication Trends and Behavior: A Case Study of the Computational Linguistics Community EMNLP 2021 Imagine, Reason and Write: Visual Storytelling with Graph Knowledge and Relational Reasoning AAAI 2021 “I’m Not Mad”: Commonsense Implications of Negation and Contradiction NAACL 2021 Improved Algorithms for Allen's Interval Algebra: a Dynamic Programming Approach IJCAI 2021 Improving Causal Discovery By Optimal Bayesian Network Learning AAAI 2021 Improving Causal Inference by Increasing Model Expressiveness AAAI 2021 Improving Coherence and Consistency in Neural Sequence Models with Dual-System, Neuro-Symbolic Reasoning NeurIPS 2021 Inconsistency Matters: A Knowledge-guided Dual-inconsistency Network for Multi-modal Rumor Detection EMNLP 2021