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Coordinating Policies Among Multiple Agents via an Intelligent Communication Channel



Dianbo Liu , Vedant Shah , Oussama Boussif , Cristian Meo , Anirudh Goyal , Tianmin Shu , Michael Mozer , Nicolas Heess , Yoshua Bengio


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FedILC: Weighted Geometric Mean and Invariant Gradient Covariance for Federated Learning on Non-IID Data



Mike He Zhu , Léna Néhale Ezzine , Dianbo Liu , Yoshua Bengio


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Adaptive Discrete Communication Bottlenecks with Dynamic Vector Quantization



Dianbo Liu , Alex Lamb , Xu Ji , Pascal Notsawo , Mike Mozer , Yoshua Bengio , Kenji Kawaguchi


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PMFL: Partial Meta-Federated Learning for heterogeneous tasks and its applications on real-world medical records



Tianyi Zhang , Shirui Zhang , Ziwei Chen , Dianbo Liu

* 11 pages, 7 figures 

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Discrete-Valued Neural Communication



Dianbo Liu , Alex Lamb , Kenji Kawaguchi , Anirudh Goyal , Chen Sun , Michael Curtis Mozer , Yoshua Bengio


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hBert + BiasCorp -- Fighting Racism on the Web



Olawale Onabola , Zhuang Ma , Yang Xie , Benjamin Akera , Abdulrahman Ibraheem , Jia Xue , Dianbo Liu , Yoshua Bengio


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FakeSafe: Human Level Data Protection by Disinformation Mapping using Cycle-consistent Adversarial Network



He Zhu , Dianbo Liu


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Patient similarity: methods and applications



Leyu Dai , He Zhu , Dianbo Liu


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