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Program induction

Generating program code for domain-specific tasks

Papers

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Showing 1–25 of 67 papers

TitleStatusHype
LLM-Guided Probabilistic Program Induction for POMDP Model Estimation—0
Learning Object Placement Programs for Indoor Scene Synthesis with Iterative Self Training—0
Towards Efficient Neurally-Guided Program Induction for ARC-AGI—0
Searching Latent Program SpacesCode2
Harmonizing Program Induction with Rate-Distortion Theory—0
LLM-SR: Scientific Equation Discovery via Programming with Large Language ModelsCode1
Program-Based Strategy Induction for Reinforcement Learning—0
Guided Sketch-Based Program Induction by Search Gradients—0
KB-Plugin: A Plug-and-play Framework for Large Language Models to Induce Programs over Low-resourced Knowledge BasesCode0
LLMs for Relational Reasoning: How Far are We?—0
Modeling infant object perception as program induction—0
VisKoP: Visual Knowledge oriented Programming for Interactive Knowledge Base Question Answering—0
Learning Differentiable Logic Programs for Abstract Visual ReasoningCode1
Bayesian Program Learning by Decompiling Amortized Knowledge—0
Compositional diversity in visual concept learning—0
Neuro-symbolic Meta Reinforcement Learning for Trading—0
Using Natural Language and Program Abstractions to Instill Human Inductive Biases in MachinesCode0
ArcaneQA: Dynamic Program Induction and Contextualized Encoding for Knowledge Base Question AnsweringCode1
Think Big, Teach Small: Do Language Models Distil Occam’s Razor?Code0
Program Transfer for Answering Complex Questions over Knowledge Bases—0
Map Induction: Compositional spatial submap learning for efficient exploration in novel environmentsCode0
Program Transfer for Answering Complex Questions over Knowledge BasesCode1
Unsupervised Visual Program Induction with Function Modularization—0
Flexible Compositional Learning of Structured Visual Concepts—0
Fast and flexible: Human program induction in abstract reasoning tasks—0
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