Learning to Combine Per-Example Solutions for Neural Program Synthesis
6. prosince 2021
Řečníci
Disha Shrivastava
Speaker · 0 followers
Hugo Larochelle
Speaker · 1 follower
Daniel Tarlow
Speaker · 0 followers
O prezentaci
The goal of program synthesis from examples is to find a computer program that is consistent with a given set of input-output examples. Most learning-based approaches try to find a program that satisfies all examples at once. Our work, by contrast, considers an approach that breaks the problem into two stages: (a) find programs that satisfy only one example, and (b) leverage these per-example solutions to yield a program that satisfies all examples. We introduce the Cross Aggregator neural network module based on a multi-head attention mechanism that learns to combine the cues present in these per-example solutions to synthesize a global solution. Evaluation across programs of different lengths and under two different experimental settings reveal that when given the same time budget, our technique significantly improves the success rate over PCCoder [Zohar et. al 2018] and other ablation baselines.The goal of program synthesis from examples is to find a computer program that is consistent with a given set of input-output examples. Most learning-based approaches try to find a program that satisfies all examples at once. Our work, by contrast, considers an approach that breaks the problem into two stages: (a) find programs that satisfy only one example, and (b) leverage these per-example solutions to yield a program that satisfies all examples. We introduce the Cross Aggregator neural netwo…
Organizátor
NeurIPS 2021
Account · 1.9k followers
O organizátorovi (NeurIPS 2021)
Neural Information Processing Systems (NeurIPS) is a multi-track machine learning and computational neuroscience conference that includes invited talks, demonstrations, symposia and oral and poster presentations of refereed papers. Following the conference, there are workshops which provide a less formal setting.
Baví vás formát? Nechte SlidesLive zachytit svou akci!
Profesionální natáčení a streamování po celém světě.
Sdílení
Doporučená videa
Prezentace na podobné téma, kategorii nebo přednášejícího
TAAC: Temporally Abstract Actor-Critic for Continuous Control
Watch later
Haonan Yu, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Discussion panel: Curiosity
Watch later
Chelsea Finn, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Efficient Equivariant Network
Watch later
Lingshen He, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Oral Session 4: Vision Applications and Optimization
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Probing Inter-modality: Visual Parsing with Self-Attention for Vision-and-Language Pre-training
Watch later
Hongwei Xue, …
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%
Self-supervised learning: What next for theory?
Watch later
Total of 0 viewers voted for saving the presentation to eternal vault which is 0.0%