rule learning

Making Logic a First-Class Citizen in Generative ML for Networking NSDI 2026 RIMRULE: Improving Tool-Using Language Agents via MDL-Guided Rule Learning ACL 2026 Differentiable Rule Induction from Raw Sequence Inputs ICLR 2025 ICLEval: Evaluating In-Context Learning Ability of Large Language Models COLING 2025 IDEA: Enhancing the Rule Learning Ability of Large Language Model Agent through Induction, Deduction, and Abduction ACL 2025 Learning Cross-Dialectal Morphophonology with Syllable Structure Constraints COLING 2025 A differentiable first-order rule learner for inductive logic programming (Abstract Reprint) IJCAI 2024 Capturing Knowledge Graphs and Rules with Octagon Embeddings IJCAI 2024 EmFORE: Learning Email Folder Classification Rules by Demonstration AAAI 2024 Grokking phase transitions in learning local rules with gradient descent JMLR 2024 HyperLogic: Enhancing Diversity and Accuracy in Rule Learning with HyperNets NeurIPS 2024 Learning Big Logical Rules by Joining Small Rules IJCAI 2024 Understanding Expressivity of GNN in Rule Learning ICLR 2024 What Are the Rules? Discovering Constraints from Data AAAI 2024 A Cautious Generalization Goes a Long Way: Learning Morphophonological Rules ACL 2023 Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs NeurIPS 2023 Effective Human-AI Teams via Learned Natural Language Rules and Onboarding NeurIPS 2023 Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming ACL 2023 Learning from Both Structural and Textual Knowledge for Inductive Knowledge Graph Completion NeurIPS 2023 Learning Symbolic Rules over Abstract Meaning Representations for Textual Reinforcement Learning ACL 2023 Logic and Commonsense-Guided Temporal Knowledge Graph Completion AAAI 2023 Self-Supervised Rule Learning to Link Text Segments to Relational Elements of Structured Knowledge EMNLP 2023 Adversarial Explanations for Knowledge Graph Embeddings IJCAI 2022 Learning Symmetric Rules with SATNet NeurIPS 2022 Logical Neural Networks for Knowledge Base Completion with Embeddings & Rules EMNLP 2022