SOTAVerified

Inductive logic programming

Papers

Showing 1–25 of 153 papers

TitleStatusHype
AutoCoder: Enhancing Code Large Language Model with AIEV-InstructCode4
Relational program synthesis with numerical reasoningCode1
Learning programs with magic valuesCode1
Neuro-Symbolic Inductive Logic Programming with Logical Neural NetworksCode1
Predicate Invention by Learning From FailuresCode1
Differentiable Inductive Logic Programming for Structured ExamplesCode1
Inductive logic programming at 30: a new introductionCode1
Learning programs by learning from failuresCode1
Forgetting to learn logic programsCode1
CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from TextCode1
Learning higher-order logic programsCode1
Neural Logic MachinesCode1
Playgol: learning programs through playCode1
Probabilistic Inductive Logic Programming Based on Answer Set ProgrammingCode1
Learning Symbolic Persistent Macro-Actions for POMDP Solving Over Time—0
Neuro-symbolic Weak Supervision: Theory and Semantics—0
An Empirical Comparison of Cost Functions in Inductive Logic Programming—0
Neuro-Symbolic Contrastive Learning for Cross-domain Inference—0
Proceedings 40th International Conference on Logic Programming—0
Inductive Learning of Robot Task Knowledge from Raw Data and Online Expert FeedbackCode0
Online inductive learning from answer sets for efficient reinforcement learning exploration—0
HT-HEDL: High-Throughput Hypothesis Evaluation in Description Logic—0
Learning Rules Explaining Interactive Theorem Proving Tactic PredictionCode0
Differentiable Inductive Logic Programming for Fraud Detection—0
LLM-Augmented Symbolic Reinforcement Learning with Landmark-Based Task Decomposition—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AMIE+H-Score0.23—Unverified
2FOILH-Score0.15—Unverified
3Neural-LPH-Score0.1—Unverified
4NTPH-Score0.07—Unverified