Data-Efficient Learning with Neural Programs

Data-Efficient Learning with Neural Programs

10 June 2024

Alaia Solko-Breslin

Neelay Velingker

Eric Wong

Papers citing "Data-Efficient Learning with Neural Programs"

10 / 10 papers shown

Title
On the Promise for Assurance of Differentiable Neurosymbolic Reasoning Paradigms Luke E. Richards Jessie Yaros Jasen Babcock Coung Ly Robin Cosbey Timothy Doster Cynthia Matuszek NAI 92 0 0 13 Feb 2025
Dolphin: A Programmable Framework for Scalable Neurosymbolic Learning Aaditya Naik Jason Liu Claire Wang Amish Sethi Saikat Dutta Mayur Naik Eric Wong 58 2 0 04 Oct 2024
S-REINFORCE: A Neuro-Symbolic Policy Gradient Approach for Interpretable Reinforcement Learning R. Dutta Qinchen Wang Ankur Singh Dhruv Kumarjiguda Xiaoli Li Senthilnath Jayavelu 30 2 0 12 May 2023
Neural-Symbolic Integration: A Compositional Perspective Efthymia Tsamoura Loizos Michael NAI 63 69 0 22 Oct 2020
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning Qing Li Siyuan Huang Yining Hong Yixin Chen Ying Nian Wu Song-Chun Zhu NAI 43 83 0 11 Jun 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 263 42,038 0 03 Dec 2019
Neural Probabilistic Logic Programming in DeepProbLog Robin Manhaeve Sebastijan Dumancic Angelika Kimmig T. Demeester Luc de Raedt NAI 55 550 0 18 Jul 2019
SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver Po-Wei Wang P. Donti Bryan Wilder Zico Kolter LRM NAI 50 262 0 29 May 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 96 694 0 26 Apr 2019
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 563 36,643 0 08 Jun 2015