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Inductive logic programming
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이 태스크와 하위 분야의 관련 논문입니다. 실제 성능 비교는 평가 결과에서 확인하세요.
Neuro-symbolic Weak Supervision: Theory and Semantics
An Empirical Comparison of Cost Functions in Inductive Logic Programming
Neuro-Symbolic Contrastive Learning for Cross-domain Inference
Proceedings 40th International Conference on Logic Programming
Online inductive learning from answer sets for efficient reinforcement learning exploration
Inductive Learning of Robot Task Knowledge from Raw Data and Online Expert Feedback
HT-HEDL: High-Throughput Hypothesis Evaluation in Description Logic
Learning Rules Explaining Interactive Theorem Proving Tactic Prediction
Differentiable Inductive Logic Programming for Fraud Detection
LLM-Augmented Symbolic Reinforcement Learning with Landmark-Based Task Decomposition
Learning Robust Reward Machines from Noisy Labels
Relational decomposition for program synthesis
Towards Probabilistic Inductive Logic Programming with Neurosymbolic Inference and Relaxation
Inductive Learning of Logical Theories with LLMs: An Expressivity-Graded Analysis
Neurosymbolic Methods for Rule Mining
Algebraic anti-unification
AutoCoder: Enhancing Code Large Language Model with \textsc{AIEV-Instruct}
Program Synthesis using Inductive Logic Programming for the Abstraction and Reasoning Corpus
Learning Logic Specifications for Policy Guidance in POMDPs: an Inductive Logic Programming Approach
Learning big logical rules by joining small rules
Learning logic programs by finding minimal unsatisfiable subprograms
LLMs for Relational Reasoning: How Far are We?
A Unifying Framework for Learning Argumentation Semantics
Symbolic Imitation Learning: From Black-Box to Explainable Driving Policies
Inductive Learning of Declarative Domain-Specific Heuristics for ASP
"Would life be more interesting if I were in AI?" Answering Counterfactuals based on Probabilistic Inductive Logic Programming
Towards One-Shot Learning for Text Classification using Inductive Logic Programming
Deep Inductive Logic Programming meets Reinforcement Learning
Explainable and Trustworthy Traffic Sign Detection for Safe Autonomous Driving: An Inductive Logic Programming Approach
Human Comprehensible Active Learning of Genome-Scale Metabolic Networks
Learning MDL logic programs from noisy data
Learning logic programs by discovering higher-order abstractions
Learning Logic Specifications for Soft Policy Guidance in POMCP
Generalisation Through Negation and Predicate Invention
A Divide-Align-Conquer Strategy for Program Synthesis
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