Title
DMWM: Dual-Mind World Model with Long-Term Imagination Lingyi Wang Rashed Shelim Walid Saad Naren Ramakrishnan LRM 175 1 0 11 Feb 2025
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy Chen Wang Kaiyi Ji Junyi Geng Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yuqing Yang Xiao Lin Zhipeng Zhao SSL 89 9 0 28 Jan 2025
LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation Bowen Li Zhaoyu Li Qiwei Du Jinqi Luo Wenshan Wang ... Katia P. Sycara Pradeep Kumar Ravikumar Alexander G. Gray X. Si Sebastian A. Scherer AI4CE LRM 81 3 0 01 Nov 2024
Learning Interpretable Differentiable Logic Networks Chang Yue N. Jha NAI AI4CE 29 0 0 04 Jul 2024
Improving deep learning with prior knowledge and cognitive models: A survey on enhancing explainability, adversarial robustness and zero-shot learning F. Mumuni A. Mumuni AAML 37 5 0 11 Mar 2024
Extracting Formulae in Many-Valued Logic from Deep Neural Networks Yani Zhang Helmut Bölcskei 24 0 0 22 Jan 2024
SNeL: A Structured Neuro-Symbolic Language for Entity-Based Multimodal Scene Understanding Silvan Ferreira Allan Martins Ivanovitch Silva 30 0 0 09 Jun 2023
Utterance Classification with Logical Neural Network: Explainable AI for Mental Disorder Diagnosis Yeldar Toleubay Don Joven Agravante Daiki Kimura Baihan Lin Djallel Bouneffouf Michiaki Tatsubori 18 4 0 06 Jun 2023
A Universal Question-Answering Platform for Knowledge Graphs Reham Omar Ishika Dhall Panos Kalnis Essam Mansour 24 25 0 01 Mar 2023
Extensions to Generalized Annotated Logic and an Equivalent Neural Architecture Paulo Shakarian Gerardo Simari NAI 37 4 0 23 Feb 2023
Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey L. Delong Ramon Fernández Mir Jacques D. Fleuriot NAI 31 12 0 14 Feb 2023
Learning Modulo Theories Matt Fredrikson Kaiji Lu Saranya Vijayakumar S. Jha Vijay Ganesh Zifan Wang NAI OffRL 45 0 0 26 Jan 2023
Knowledge-augmented Deep Learning and Its Applications: A Survey Zijun Cui Tian Gao Kartik Talamadupula Qiang Ji 27 18 0 30 Nov 2022
The Path to Autonomous Learners Hanna Abi Akl 27 1 0 04 Nov 2022
Neuro-Symbolic Causal Reasoning Meets Signaling Game for Emergent Semantic Communications Christo Kurisummoottil Thomas Walid Saad 29 31 0 21 Oct 2022
Commonsense Knowledge from Scene Graphs for Textual Environments Tsunehiko Tanaka Daiki Kimura Michiaki Tatsubori 20 2 0 19 Oct 2022
Modular design patterns for neural-symbolic integration: refinement and combination Till Mossakowski 19 1 0 09 Jun 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review Kyle Hamilton Aparna Nayak Bojan Bozic Luca Longo NAI 29 57 0 24 Feb 2022
Neuro-Symbolic Inductive Logic Programming with Logical Neural Networks Prithviraj Sen B. W. Carvalho Ryan Riegel Alexander G. Gray NAI AI4CE 83 54 0 06 Dec 2021
Neuro-Symbolic Reinforcement Learning with First-Order Logic Daiki Kimura Masaki Ono Subhajit Chaudhury Ryosuke Kohita Akifumi Wachi Don Joven Agravante Michiaki Tatsubori Asim Munawar Alexander G. Gray NAI 29 37 0 21 Oct 2021
Neuro-Symbolic Forward Reasoning Hikaru Shindo Devendra Singh Dhami Kristian Kersting NAI LRM 35 22 0 18 Oct 2021
Automated and Explainable Ontology Extension Based on Deep Learning: A Case Study in the Chemical Domain A. Memariani Martin Glauer Fabian Neuhaus Till Mossakowski Janna Hastings 33 5 0 19 Sep 2021
A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan 30 128 0 21 Jul 2021
LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking Hang Jiang Sairam Gurajada Qiuhao Lu S. Neelam Lucian Popa Prithviraj Sen Yunyao Li Alexander G. Gray 14 25 0 17 Jun 2021
Eye of the Beholder: Improved Relation Generalization for Text-based Reinforcement Learning Agents K. Murugesan Subhajit Chaudhury Kartik Talamadupula 33 5 0 09 Jun 2021
Neural Network for Weighted Signal Temporal Logic Ruixuan Yan A. Julius AI4TS 22 10 0 08 Apr 2021
Differentiable Inductive Logic Programming for Structured Examples Hikaru Shindo Masaaki Nishino Akihiro Yamamoto NAI 43 29 0 02 Mar 2021
Logic Embeddings for Complex Query Answering F. Luus Prithviraj Sen Pavan Kapanipathi Ryan Riegel Ndivhuwo Makondo Thabang Lebese Alexander G. Gray NAI 30 23 0 28 Feb 2021
Neurosymbolic AI: The 3rd Wave Artur Garcez Luís C. Lamb NAI 65 292 0 10 Dec 2020
Leveraging Abstract Meaning Representation for Knowledge Base Question Answering Pavan Kapanipathi Ibrahim Abdelaziz Srinivas Ravishankar Salim Roukos Alexander G. Gray ... Ryan Riegel Gaetano Rossiello Udit Sharma G P Shrivatsa Bhargav Mo Yu 41 110 0 03 Dec 2020