Pre-Debate Material :
Meta transfer learning for factorizing representations and knowledge for AI - Yoshua Bengio : https://youtu.be/CHnJYBpMjNY
#AIDebate #MontrealAI

Pre-Debate Material :
WSAI Americas 2019 - Yoshua Bengio - Moving beyond supervised deep learning : https://youtu.be/0GsZ_LN9B24
#AIDebate #MontrealAI

Pre-Debate Material :
"BabyAI: First Steps Towards Grounded Language Learning With a Human In the Loop"
Maxime Chevalier-Boisvert et al.:
https://arxiv.org/abs/1810.08272v2
#AIDebate #MontrealAI #ReinforcementLearning

Pre-Debate Material
"Deep Learning was great, what's next?"
What is missing to extend Deep Learning to reach human-level AI? Yoshua Bengio : https://youtu.be/cBt5EvHRS5M?t=70
RSVP (2320 people already signed up) at https://bengio-marcus.eventbrite.ca
#AIDebate #ArtificialIntelligence #DeepLearning

Pre-Debate Material
From System 1 Deep Learning to System 2 Deep Learning
Wed Dec 11th 02:15 -- 03:05 PM PT, live streamed from NeurIPS
Yoshua Bengio https://neurips.cc/Conferences/2019/Schedule?showEvent=15488
#AIDebate

Pre-Debate Material
"Making the Mind"
Why we've misunderstood the nature-nurture debate.
GARY MARCUS : http://bostonreview.net/books-ideas/gary-marcus-making-mind
#AIDebate

Pre-Debate Material
"The Consciousness Prior"
Yoshua Bengio : https://arxiv.org/abs/1709.08568
#DeepLearning #ArtificialIntelligence #AIDebate

Learning Neural Causal Models from Unknown Interventions
Ke et al.: https://arxiv.org/abs/1910.01075
#AIDebate #MachineLearning #ArtificialIntelligence

Bengio-Marcus AI Debate Post Mortem, Part I: The Deep Learning Pivot
Gary Marcus : https://medium.com/@GaryMarcus/bengio-marcus-ai-debate-post-mortem-part-i-the-deep-learning-pivot-f7bd62b9861c
#AIDebate

After AI Debate Readings
"Recurrent Independent Mechanisms"
Goyal et al., 2019: https://arxiv.org/abs/1909.10893
#AIDebate

After AI Debate Reading
Rule learning by seven-month-old infants
G. F. Marcus et al., Science 283(5398):77-80, February 1999 : https://www.researchgate.net/publication/13415195_Rule_learning_by_seven-month-old_infants
#AIDebate

"Recurrent Independent Mechanisms"
Goyal et al., 2019 : https://arxiv.org/abs/1909.10893
#AIDebate

The AI field is in its infancy
A great definition of deep learning would allow the field to be more welcoming, to extend its reach to other fields and to illuminate the state of discourse. #AIDebate

"Deep learning, science, engineering, research, and terminology"
A Dialogue between Yoshua Bengio and Gary Marcus : https://medium.com/@GaryMarcus/deep-learning-science-engineering-research-and-terminology-292a747a94d3
#AIDebate

The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision
Mao et al.: https://arxiv.org/abs/1904.12584
#ArtificialIntelligence #NeuroSymbolic #AIDebate

Differentiable Reasoning on Large Knowledge Bases and Natural Language
Minervini et al.: https://arxiv.org/abs/1912.10824
Open-source neuro-symbolic reasoning framework, in TensorFlow: https://github.com/uclnlp/gntp
#AIDebate #NeuroSymbolic #Reasoning

Nobel prize winner Danny Kahneman cited Gary Marcus (see the recent #AIdebate) and the need for hybrid models in science/AI (including reasoning and logic, in addition to learning), when referring to his systems 1 and 2 (see Thinking Fast and Slow). Neural-symbolic computing is a foundation for this line of research. #AAAI2020 congratulations to Francesca Rossi for the panel with Kahneman and the Turing Award winners. https://link.springer.com/book/10.1007/978-3-540-73246-4

"absolutely brilliant"
—Nobel Laureate Danny Kahneman

The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence

Gary Marcus: https://arxiv.org/abs/2002.06177

#AIDebate #DeepLearning #RobustAI

Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective
Luis Lamb et al.: https://arxiv.org/abs/2003.00330
#aidebate #thinkingfastandslow #AAAI2020debate #neurosymbolic #neurosymboliccomputing

‘The Debate of the Next Decade’
– AI DEBATE 2 EXPLORES AGI AND AI ETHICS
Synced: https://syncedreview.com/2020/12/24/the-debate-of-the-next-decade-ai-debate-2-explores-agi-and-ai-ethics/
#MontrealAI #AIDebate #AIDebate2