Deep Learning

Large-scale Contrastive Language-Audio Pretraining with Feature Fusion and Keyword-to-Caption Augmentation
Contrastive learning has shown remarkable success in the field of multimodal representation learning. In this paper, we propose a …
Yusong Wu, Ke Chen, Tianyu Zhang, Yuchen Hui, Taylor Berg-Kirkpatrick, Shlomo Dubnov
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Multi-Agent Reinforcement Learning for Fast-Timescale Demand Response of Residential Loads
To integrate high amounts of renewable energy resources, electrical power grids must be able to cope with high amplitude, fast …
Vincent Mai, Philippe Maisonneuve, Tianyu Zhang, Hadi Nekoei, Liam Paull, Antoine Lesage-Landry
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Biological Sequence Design with GFlowNets
Design of de novo biological sequences with desired properties, like protein and DNA sequences, often involves an active loop with …
Moksh Jain, Emmanuel Bengio, Alex Hernandez-Garcia, Jarrid Rector-Brooks, Bonaventure FP Dossou, Chanakya Ajit Ekbote, Jie Fu, Tianyu Zhang, Michael Kilgour, Dinghuai Zhang, Lena Simine, Payel Das, Yoshua Bengio
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Multi-agent reinforcement learning for renewable integration in the electric power grid
As part of the fight against climate change, the electric power system is transitioning from fuel-burning generators to renewable …
Vincent Mai, Tianyu Zhang, Antoine Lesage-Landry
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ClimateGAN: Raising Climate Change Awareness by Generating Images of Floods
Climate change is a major threat to humanity, and the actions required to prevent its catastrophic consequences include changes in both …
Victor Schmidt, Alexandra Luccioni, Melisande Teng, Tianyu Zhang, Alexia Reynaud, Sunand Raghupathi, Gautier Cosne, Adrien Juraver, Vahe Vardanyan, Alex Hernandez-Garcia, Yoshua Bengio
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CLAP
Train a CLIP-like large model for audio-text domains
MARL for Renewable Integration in the Electric Power Grid
Motivate a collaborative multi-agent reinforcement learning approach to meet the algorithmic requirements for providing real-time power balancing with demand response.
Multi Agent Cooperation in Game Theory
Scalable solutions to a cooperate-cooperate equilibrium
RICE-N | AI for Global Climate Cooperation
Design negotiation protocol for climate club