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Program induction

Generating program code for domain-specific tasks

Papers

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Showing 1–50 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
Abstraction and Analogy-Making in Artificial Intelligence—0
Learning a Deep Generative Model like a Program: the Free Category PriorCode0
Multi-Plane Program Induction with 3D Box Priors—0
Few-Shot Complex Knowledge Base Question Answering via Meta Reinforcement LearningCode1
Measuring few-shot extrapolation with program induction—0
Learning abstract structure for drawing by efficient motor program induction—0
Strong Generalization and Efficiency in Neural ProgramsCode0
Learning to learn generative programs with Memoised Wake-Sleep—0
Perspective Plane Program Induction from a Single Image—0
DreamCoder: Growing generalizable, interpretable knowledge with wake-sleep Bayesian program learningCode1
Automatic Discovery of Interpretable Planning StrategiesCode0
Knowledge Refactoring for Inductive Program SynthesisCode0
Forgetting to learn logic programsCode1
Attention on Abstract Visual Reasoning—0
Neural Probabilistic Logic Programming in DeepProbLog—0
Playgol: learning programs through playCode1
Few-Shot Bayesian Imitation Learning with Logical Program Policies—0
Complex Program Induction for Querying Knowledge Bases in the Absence of Gold Programs—0
From explanation to synthesis: Compositional program induction for learning from demonstration—0
Library Learning for Neurally-Guided Bayesian Program Induction—0
Learning Libraries of Subroutines for Neurally–Guided Bayesian Program Induction—0
Inference Over Programs That Make Predictions—0
Probabilistic Program Induction for Intuitive Physics Game Play—0
Representational efficiency outweighs action efficiency in human program induction—0
DeepProbLog: Neural Probabilistic Logic ProgrammingCode0
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