Knowledge & Reasoning

Think Before You Simulate: Symbolic Reasoning To Orchestrate Neural Computation for Counterfactual Question Answering WACV 2024 Tight Partial Identification of Causal Effects with Marginal Distribution of Unmeasured Confounders ICML 2024 TNPAR: Topological Neural Poisson Auto-Regressive Model for Learning Granger Causal Structure from Event Sequences AAAI 2024 Towards a Principle-based Framework for Assessing the Contribution of Formulas on the Conflicts of Knowledge Bases IJCAI 2024 Towards Bounding Causal Effects under Markov Equivalence UAI 2024 Towards Causal Foundation Model: on Duality between Optimal Balancing and Attention ICML 2024 Towards Continual Knowledge Graph Embedding via Incremental Distillation AAAI 2024 Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs EMNLP 2024 Towards Cross-Linguistic Semantic Grounding using Dictionary Graph Analysis EMNLP 2024 Towards Epistemic-Doxastic Planning with Observation and Revision AAAI 2024 Towards General Algorithm Discovery for Combinatorial Optimization: Learning Symbolic Branching Policy from Bipartite Graph ICML 2024 Towards Human-like Learning from Relational Structured Data AAAI 2024 Towards Learning and Explaining Indirect Causal Effects in Neural Networks AAAI 2024 Towards Making Learnware Specification and Market Evolvable AAAI 2024 Towards Multi-Relational Multi-Hop Reasoning over Dense Temporal Knowledge Graphs ACL 2024 Towards Robust Saliency Maps ACML 2024 Towards Scene Graph Anticipation ECCV 2024 Towards Supporting Legal Argumentation with NLP: Is More Data Really All You Need? EMNLP 2024 Towards the Disappearing Truth: Fine-Grained Joint Causal Influences Learning with Hidden Variable-Driven Causal Hypergraphs in Time Series AAAI 2024 TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation EMNLP 2024 Tracking the perspectives of interacting language models EMNLP 2024 TransERR: Translation-based Knowledge Graph Embedding via Efficient Relation Rotation COLING 2024 Translating Subgraphs to Nodes Makes Simple GNNs Strong and Efficient for Subgraph Representation Learning ICML 2024 Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge Graphs ACL 2024 Triple Changes Estimator for Targeted Policies ICML 2024