Learning Explanatory Rules from Noisy Data

13 November 2017

Papers citing "Learning Explanatory Rules from Noisy Data"

50 / 252 papers shown

Title
SMT + ILP Vaishak Belle 6 0 0 15 Jan 2020
Meta Reinforcement Learning with Autonomous Inference of Subtask Dependencies Sungryull Sohn Hyunjae Woo Jongwook Choi Honglak Lee OffRL 20 36 0 01 Jan 2020
World Programs for Model-Based Learning and Planning in Compositional State and Action Spaces Marwin H. S. Segler 9 4 0 30 Dec 2019
Differentiable Reasoning on Large Knowledge Bases and Natural Language Pasquale Minervini Matko Bovsnjak Tim Rocktaschel Sebastian Riedel Edward Grefenstette LRM 9 86 0 17 Dec 2019
From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group) Zied Bouraoui Antoine Cornuéjols Thierry Denoeux Sebastien Destercke Didier Dubois ... Jérôme Mengin H. Prade Steven Schockaert M. Serrurier Christel Vrain 8 13 0 13 Dec 2019
Forgetting to learn logic programs Andrew Cropper CLL 8 16 0 15 Nov 2019
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs A. Sadeghian Mohammadreza Armandpour P. Ding D. Wang 9 305 0 31 Oct 2019
A Theory of Relation Learning and Cross-domain Generalization L. Doumas Guillermo Puebla Andrea E. Martin J. Hummel NAI 12 28 0 11 Oct 2019
Learn to Explain Efficiently via Neural Logic Inductive Learning Yu’an Yang Le Song NAI 13 74 0 06 Oct 2019
Making sense of sensory input Maciej Wołczyk Jacek Tabor Johannes Welbl Szymon Maszke Marek Sergot 11 51 0 05 Oct 2019
CLN2INV: Learning Loop Invariants with Continuous Logic Networks Gabriel Ryan Justin Wong Jianan Yao Ronghui Gu Suman Jana LRM 8 52 0 25 Sep 2019
Learning Invariants through Soft Unification Nuri Cingillioglu A. Russo NAI 11 2 0 16 Sep 2019
RuDaS: Synthetic Datasets for Rule Learning and Evaluation Tools Cristina Cornelio Veronika Thost 9 0 0 16 Sep 2019
Neural Belief Reasoner Haifeng Qian NAI BDL 11 1 0 10 Sep 2019
HEIDL: Learning Linguistic Expressions with Deep Learning and Human-in-the-Loop Yiwei Yang Eser Kandogan Yunyao Li Walter S. Lasecki Prithviraj Sen VLM 6 10 0 25 Jul 2019
Logical reduction of metarules Andrew Cropper Sophie Tourret AI4CE 8 31 0 25 Jul 2019
Neural Probabilistic Logic Programming in DeepProbLog Robin Manhaeve Sebastijan Dumancic Angelika Kimmig T. Demeester Luc de Raedt NAI 8 538 0 18 Jul 2019
ART: Abstraction Refinement-Guided Training for Provably Correct Neural Networks Xuankang Lin He Zhu R. Samanta Suresh Jagannathan AAML 25 28 0 17 Jul 2019
Implicitly Learning to Reason in First-Order Logic Vaishak Belle Brendan Juba ReLM NAI LRM 11 14 0 24 Jun 2019
Inductive general game playing Andrew Cropper Richard Evans Mark Law AI4CE 12 27 0 23 Jun 2019
Neural Theorem Provers Do Not Learn Rules Without Exploration Michiel de Jong Fei Sha NAI 9 7 0 17 Jun 2019
Self-organized inductive reasoning with NeMuS L. Barreto E. Mota NAI LRM 11 2 0 16 Jun 2019
NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language Leon Weber Pasquale Minervini Jannes Munchmeyer Ulf Leser Tim Rocktaschel NAI LRM 8 94 0 14 Jun 2019
Inductive Logic Programming via Differentiable Deep Neural Logic Networks Ali Payani Faramarz Fekri AI4CE 12 41 0 08 Jun 2019
Siamese recurrent networks learn first-order logic reasoning and exhibit zero-shot compositional generalization Mathijs Mul Willem H. Zuidema GNN ReLM NAI LRM 14 17 0 01 Jun 2019
Synthesizing Datalog Programs Using Numerical Relaxation X. Si Mukund Raghothaman K. Heo Mayur Naik 17 52 0 01 Jun 2019
Learning Compositional Neural Programs with Recursive Tree Search and Planning Thomas Pierrot Guillaume Ligner Scott E. Reed Olivier Sigaud Nicolas Perrin Alexandre Laterre David Kas Karim Beguir Nando de Freitas 17 41 0 30 May 2019
SATNet: Bridging deep learning and logical reasoning using a differentiable satisfiability solver Po-Wei Wang P. Donti Bryan Wilder Zico Kolter LRM NAI 13 257 0 29 May 2019
An Explicitly Relational Neural Network Architecture Murray Shanahan Kyriacos Nikiforou Antonia Creswell Christos Kaplanis David Barrett M. Garnelo NAI 3DV GAN 15 68 0 24 May 2019
Human Vocal Sentiment Analysis Andrew Huang Puwei Bao 18 32 0 19 May 2019
Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machine Learning and Reasoning Artur Garcez Marco Gori Luís C. Lamb Luciano Serafini Michael Spranger Son N. Tran NAI 18 287 0 15 May 2019
Neural Logic Machines Honghua Dong Jiayuan Mao Tian Lin Chong-Jun Wang Lihong Li Denny Zhou NAI LRM AI4CE 9 245 0 26 Apr 2019
Neural Logic Reinforcement Learning Zhengyao Jiang Shan Luo NAI 11 70 0 24 Apr 2019
Playgol: learning programs through play Andrew Cropper 8 32 0 18 Apr 2019
Learning Algorithms via Neural Logic Networks Ali Payani Faramarz Fekri NAI 8 26 0 02 Apr 2019
Learning Relational Representations with Auto-encoding Logic Programs Sebastijan Dumancic Tias Guns Wannes Meert Hendrik Blockeel NAI 4 28 0 29 Mar 2019
Deep Learning for Cognitive Neuroscience Katherine R. Storrs N. Kriegeskorte NAI AI4CE 12 46 0 04 Mar 2019
Novelty Search for Deep Reinforcement Learning Policy Network Weights by Action Sequence Edit Metric Distance Ethan C. Jackson Mark Daley 14 20 0 08 Feb 2019
Differentiable Grammars for Videos A. Piergiovanni A. Angelova Michael S. Ryoo 11 7 0 01 Feb 2019
A tensorized logic programming language for large-scale data Ryosuke Kojima Taisuke Sato 6 1 0 20 Jan 2019
D3TW: Discriminative Differentiable Dynamic Time Warping for Weakly Supervised Action Alignment and Segmentation C. Chang De-An Huang Yanan Sui Li Fei-Fei Juan Carlos Niebles 11 156 0 09 Jan 2019
Abduction-Based Explanations for Machine Learning Models Alexey Ignatiev Nina Narodytska João Marques-Silva FAtt 12 217 0 26 Nov 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 15 144 0 15 Oct 2018
Learning to Solve NP-Complete Problems - A Graph Neural Network for Decision TSP Marcelo O. R. Prates Pedro H. C. Avelar Henrique Lemos Luís C. Lamb Moshe Y. Vardi GNN 17 175 0 08 Sep 2018
Logical Rule Induction and Theory Learning Using Neural Theorem Proving Andres Campero A. Pareja Tim Klinger J. Tenenbaum Sebastian Riedel NAI AI4CE 11 36 0 06 Sep 2018
Inductive Learning of Answer Set Programs from Noisy Examples Mark Law A. Russo Krysia Broda 14 42 0 25 Aug 2018
AI Reasoning Systems: PAC and Applied Methods Jeffrey Cheng LRM 14 1 0 09 Jul 2018
A Comparative Study of Distributional and Symbolic Paradigms for Relational Learning Sebastijan Dumancic Alberto García-Durán Mathias Niepert NAI 14 7 0 29 Jun 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 28 3,072 0 04 Jun 2018
DeepLogic: Towards End-to-End Differentiable Logical Reasoning Nuri Cingillioglu A. Russo NAI LRM 6 18 0 18 May 2018