Learning Explanatory Rules from Noisy Data

13 November 2017

Papers citing "Learning Explanatory Rules from Noisy Data"

50 / 252 papers shown

Title
Teach Me How to Learn: A Perspective Review towards User-centered Neuro-symbolic Learning for Robotic Surgical Systems Amr Gomaa Bilal Mahdy Niko Kleer Michael Feld Frank Kirchner Antonio Krüger 24 5 0 07 Jul 2023
NatLogAttack: A Framework for Attacking Natural Language Inference Models with Natural Logic Zióu Zheng Xiao-Dan Zhu AAML LRM 38 5 0 06 Jul 2023
Learning Differentiable Logic Programs for Abstract Visual Reasoning Hikaru Shindo Viktor Pfanschilling D. Dhami Kristian Kersting NAI 19 6 0 03 Jul 2023
Towards Unbiased Exploration in Partial Label Learning Zsolt Zombori Agapi Rissaki Kristóf Szabó Wolfgang Gatterbauer Michael Benedikt SSL UQCV 19 1 0 02 Jul 2023
On Learning Latent Models with Multi-Instance Weak Supervision Kaifu Wang Efi Tsamoura Dan Roth 10 9 0 23 Jun 2023
V-LoL: A Diagnostic Dataset for Visual Logical Learning Lukas Helff Wolfgang Stammer Hikaru Shindo D. Dhami Kristian Kersting NAI 19 3 0 13 Jun 2023
Interpretable and Explainable Logical Policies via Neurally Guided Symbolic Abstraction Quentin Delfosse Hikaru Shindo D. Dhami Kristian Kersting 14 35 0 02 Jun 2023
Parallel Neurosymbolic Integration with Concordia Jonathan Feldstein Modestas Jurcius Efthymia Tsamoura NAI 18 1 0 01 Jun 2023
$$\partial\mathbb{B}$ nets: learning discrete functions by gradient descent$ $\partial\mathbb{B}$ nets: learning discrete functions by gradient descent Ian Wright 55 0 0 12 May 2023
Interpretable Multimodal Misinformation Detection with Logic Reasoning Hui Liu Wenya Wang Haoliang Li 28 22 0 10 May 2023
Improved Logical Reasoning of Language Models via Differentiable Symbolic Programming Hanlin Zhang Jiani Huang Ziyang Li Mayur Naik Eric P. Xing ReLM LRM 23 28 0 05 May 2023
Continual Reasoning: Non-Monotonic Reasoning in Neurosymbolic AI using Continual Learning Sofoklis Kyriakopoulos Artur Garcez NAI LRM 16 0 0 03 May 2023
Deep Explainable Relational Reinforcement Learning: A Neuro-Symbolic Approach Rishi Hazra Luc de Raedt NAI 13 8 0 17 Apr 2023
Neuro-symbolic Rule Learning in Real-world Classification Tasks Kexin Gu Baugh Nuri Cingillioglu Alessandra Russo 11 5 0 29 Mar 2023
Sparse and Local Networks for Hypergraph Reasoning Guangxuan Xiao L. Kaelbling Jiajun Wu Jiayuan Mao NAI ReLM LRM 27 1 0 09 Mar 2023
Neural Probabilistic Logic Programming in Discrete-Continuous Domains Lennert De Smet Pedro Zuidberg Dos Martires Robin Manhaeve G. Marra Angelika Kimmig Luc de Raedt NAI 11 20 0 08 Mar 2023
PyReason: Software for Open World Temporal Logic Dyuman Aditya Kaustuv Mukherji Srikar Balasubramanian Abhiraj Chaudhary Paulo Shakarian OffRL LRM AI4CE NAI 25 12 0 27 Feb 2023
Extensions to Generalized Annotated Logic and an Equivalent Neural Architecture Paulo Shakarian Gerardo I. Simari NAI 27 4 0 23 Feb 2023
Learning Language Representations with Logical Inductive Bias Jianshu Chen NAI AI4CE LRM 15 2 0 19 Feb 2023
Principled and Efficient Motif Finding for Structure Learning of Lifted Graphical Models Jonathan Feldstein Dominic Phillips Efthymia Tsamoura 8 2 0 09 Feb 2023
NeSyFOLD: Neurosymbolic Framework for Interpretable Image Classification Parth Padalkar Huaduo Wang Gopal Gupta 19 2 0 30 Jan 2023
Generalisation Through Negation and Predicate Invention David M. Cerna Andrew Cropper NAI 16 3 0 18 Jan 2023
Rule Learning by Modularity Albert Nössig Tobias Hell Georg Moser 9 1 0 23 Dec 2022
$Differentiable Fuzzy $\mathcal{ALC}$: A Neural-Symbolic Representation Language for Symbol Grounding$ Differentiable Fuzzy $\mathcal{ALC}$ : A Neural-Symbolic Representation Language for Symbol Grounding Xuan Wu Xinhao Zhu Yizheng Zhao Xinyu Dai FedML AI4CE 17 2 0 22 Nov 2022
Neural Meta-Symbolic Reasoning and Learning Zihan Ye Hikaru Shindo D. Dhami Kristian Kersting NAI LRM 23 1 0 21 Nov 2022
Deep Explainable Learning with Graph Based Data Assessing and Rule Reasoning Yuanlong Li Gaopan Huang Min Zhou Chuan Fu Honglin Qiao Yan He 16 1 0 09 Nov 2022
Self-explaining deep models with logic rule reasoning Seungeon Lee Xiting Wang Sungwon Han Xiaoyuan Yi Xing Xie M. Cha NAI ReLM LRM 10 16 0 13 Oct 2022
Relational program synthesis with numerical reasoning Céline Hocquette Andrew Cropper ReCod NAI 21 2 0 03 Oct 2022
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech Fan Huang Haewoon Kwak Jisun An LRM 53 20 0 11 Sep 2022
Adaptive Perturbation-Based Gradient Estimation for Discrete Latent Variable Models Pasquale Minervini Luca Franceschi Mathias Niepert 33 11 0 11 Sep 2022
Machine Learning with Confidential Computing: A Systematization of Knowledge Fan Mo Zahra Tarkhani Hamed Haddadi 17 7 0 22 Aug 2022
Differentiable Inductive Logic Programming in High-Dimensional Space Stanislaw J. Purgal David M. Cerna C. Kaliszyk 15 0 0 13 Aug 2022
Learning programs with magic values Céline Hocquette Andrew Cropper 17 3 0 05 Aug 2022
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology Muhammad Hassan Haifei Guan Aikaterini Melliou Yuqi Wang Qianhui Sun ... Qi Huang Jiefu Tan Qinwang Xing Peiwu Qin Dongmei Yu NAI 14 14 0 31 Jul 2022
Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models Ainkaran Santhirasekaram Avinash Kori A. Rockall Mathias Winkler Francesca Toni Ben Glocker FAtt 27 4 0 05 Jul 2022
Learning Symmetric Rules with SATNet S. Lim Eun-Gyeol Oh Hongseok Yang AAML 11 3 0 28 Jun 2022
From Perception to Programs: Regularize, Overparameterize, and Amortize Hao Tang Kevin Ellis NAI 14 10 0 13 Jun 2022
Temporal Inductive Logic Reasoning over Hypergraphs Yuan Yang Siheng Xiong Ali Payani J. C. Kerce Faramarz Fekri AI4CE 14 5 0 09 Jun 2022
A Survey of Graph-based Deep Learning for Anomaly Detection in Distributed Systems Armin Danesh Pazho Ghazal Alinezhad Noghre Arnab A. Purkayastha Jagannadh Vempati Otto Martin Hamed Tabkhi GNN 13 32 0 08 Jun 2022
Learning logic programs by combining programs Andrew Cropper Céline Hocquette AI4CE 8 7 0 01 Jun 2022
Knowledge Enhanced Neural Networks for relational domains Alessandro Daniele Luciano Serafini 11 9 0 31 May 2022
NeuPSL: Neural Probabilistic Soft Logic Connor Pryor Charles Dickens Eriq Augustine Alon Albalak William Wang Lise Getoor NAI 6 33 0 27 May 2022
GALOIS: Boosting Deep Reinforcement Learning via Generalizable Logic Synthesis Yushi Cao Zhiming Li Tianpei Yang Hao Zhang Yan Zheng Yi Li Jianye Hao Yang Liu NAI 17 16 0 27 May 2022
Neuro-Symbolic Learning of Answer Set Programs from Raw Data Daniel Cunnington Mark Law Jorge Lobo Alessandra Russo NAI 28 7 0 25 May 2022
R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning Shengyao Lu Bang Liu Keith G. Mills Shangling Jui Di Niu AI4TS 19 8 0 13 May 2022
Inductive Biases for Object-Centric Representations in the Presence of Complex Textures Samuele Papa Ole Winther Andrea Dittadi OCL 14 14 0 18 Apr 2022
A Framework for Following Temporal Logic Instructions with Unknown Causal Dependencies Duo Xu Faramarz Fekri 12 2 0 07 Apr 2022
Differentiable Reasoning over Long Stories -- Assessing Systematic Generalisation in Neural Models Wanshui Li Pasquale Minervini OOD 6 1 0 20 Mar 2022
Neuro-symbolic Natural Logic with Introspective Revision for Natural Language Inference Yufei Feng Xiaoyu Yang Xiao-Dan Zhu Michael A. Greenspan LRM NAI 32 11 0 09 Mar 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review Kyle Hamilton Aparna Nayak Bojan Bozic Luca Longo NAI 16 57 0 24 Feb 2022