Timezone: »
Neural-Symbolic Integration for Interactive Learning and Conceptual Grounding
Benedikt Wagner · Artur Garcez
We propose neural-symbolic integration for abstract concept explanation and interactive learning. Neural-symbolic integration and explanation allow users and domain-experts to learn about the data-driven decision making process of large neural models. The models are queried using a symbolic logic language. Interaction with the user then confirms or rejects a revision of the neural model using logic-based constraints that can be distilled into the model architecture.
Author Information
Benedikt Wagner (City, University of London)
Artur Garcez (City, University of London)
More from the Same Authors
-
2022 Poster: Formalizing Consistency and Coherence of Representation Learning »
Harald Strömfelt · Luke Dickens · Artur Garcez · Alessandra Russo -
2018 : Posters and Open Discussions (see below for poster titles) »
Ramya Malur Srinivasan · Miguel Perez · Yuanyuan Liu · Ben Wood · Dan Philps · Kyle Brown · Daniel Martin · Mykola Pechenizkiy · Luca Costabello · Rongguang Wang · Suproteem Sarkar · Sangwoong Yoon · Zhuoran Xiong · Enguerrand Horel · Zhu (Drew) Zhang · Ulf Johansson · Jonathan Kochems · Gregory Sidier · Prashant Reddy · Lana Cuthbertson · Yvonne Wambui · Christelle Marfaing · Galen Harrison · Irene Unceta Mendieta · Thomas Kehler · Mark Weber · Li Ling · Ceena Modarres · Abhinav Dhall · Arash Nourian · David Byrd · Ajay Chander · Xiao-Yang Liu · Hongyang Yang · Shuang (Sophie) Zhai · Freddy Lecue · Sirui Yao · Rory McGrath · Artur Garcez · Vangelis Bacoyannis · Alexandre Garcia · Lukas Gonon · Mark Ibrahim · Melissa Louie · Omid Ardakanian · Cecilia Sönströd · Kojin Oshiba · Chaofan Chen · Suchen Jin · aldo pareja · Toyo Suzumura -
2016 : Summary/Goodbye »
Tarek R. Besold · Artur Garcez · Antoine Bordes · Gregory Wayne -
2016 : Welcome/Opening »
Tarek R. Besold · Antoine Bordes · Gregory Wayne · Artur Garcez -
2016 Workshop: Cognitive Computation: Integrating Neural and Symbolic Approaches »
Tarek R. Besold · Antoine Bordes · Gregory Wayne · Artur Garcez -
2015 : Discussion Panel with Morning Speakers (Day 2) »
Giovanni S Carmantini · Gustav Sourek · Artur Garcez · Daniel Silver · Michael J Witbrock -
2015 : Relational Knowledge Extraction from Neural Networks »
Artur Garcez -
2015 Workshop: Cognitive Computation: Integrating neural and symbolic approaches »
Artur Garcez · Tarek R. Besold · Risto Miikkulainen · Gary Marcus