Reasoning

Evolutionary Learning of Existential Rules IJCAI 2019 Explainable Reasoning over Knowledge Graphs for Recommendation AAAI 2019 Exploiting Explicit Paths for Multi-hop Reading Comprehension ACL 2019 Exploring Knowledge Graphs in an Interpretable Composite Approach for Text Entailment AAAI 2019 Extracting Common Inference Patterns from Semi-Structured Explanations EMNLP 2019 Faster Dynamic Controllability Checking in Temporal Networks with Integer Bounds IJCAI 2019 Finding Minimal d-separators in Linear Time and Applications UAI 2019 From Brain Space to Distributional Space: The Perilous Journeys of fMRI Decoding ACL 2019 Frontier Search and Plan Reconstruction in Oversubscription Planning AAAI 2019 GamePad: A Learning Environment for Theorem Proving ICLR 2019 Generalized Planning via Abstraction: Arbitrary Numbers of Objects AAAI 2019 Generating and Sampling Orbits for Lifted Probabilistic Inference UAI 2019 Generating Discourse Inferences from Unscoped Episodic Logical Formulas ACL 2019 GKR: Bridging the Gap between Symbolic/structural and Distributional Meaning Representations ACL 2019 Graph Embedding with Shifted Inner Product Similarity and Its Improved Approximation Capability AISTATS 2019 High-Dimensional Poisson Structural Equation Model Learning via ℓ_1-Regularized Regression JMLR 2019 HOList: An Environment for Machine Learning of Higher Order Logic Theorem Proving ICML 2019 How Pre-trained Word Representations Capture Commonsense Physical Comparisons EMNLP 2019 How Well Do Machines Perform on IQ tests: a Comparison Study on a Large-Scale Dataset IJCAI 2019 Identification of Conditional Causal Effects under Markov Equivalence NeurIPS 2019 Identifying Bottlenecks in Practical SAT-Based Model Finding for First-Order Logic Ontologies with Datasets AAAI 2019 Identifying Causal Effects via Context-specific Independence Relations NeurIPS 2019 Identifying Predictive Causal Factors from News Streams EMNLP 2019 Inferring Heterogeneous Causal Effects in Presence of Spatial Confounding ICML 2019 Interpretable Almost-Exact Matching for Causal Inference AISTATS 2019