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03/27/2023
TOFA: Transfer-Once-for-All
Weight-sharing neural architecture search aims to optimize a configurabl...
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02/27/2022
Neural-Progressive Hedging: Enforcing Constraints in Reinforcement Learning with Stochastic Programming
We propose a framework, called neural-progressive hedging (NP), that lev...
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10/14/2021
Order Constraints in Optimal Transport
Optimal transport is a framework for comparing measures whereby a cost i...
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02/19/2021
Decentralized Deterministic Multi-Agent Reinforcement Learning
[Zhang, ICML 2018] provided the first decentralized actor-critic algorit...
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02/18/2021
Efficient Reinforcement Learning in Resource Allocation Problems Through Permutation Invariant Multi-task Learning
One of the main challenges in real-world reinforcement learning is to le...
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01/15/2021
Probabilistic Inference for Learning from Untrusted Sources
Federated learning brings potential benefits of faster learning, better ...
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09/14/2020
Fed+: A Family of Fusion Algorithms for Federated Learning
We present a class of methods for federated learning, which we call Fed+...
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07/22/2020
IBM Federated Learning: an Enterprise Framework White Paper V0.1
Federated Learning (FL) is an approach to conduct machine learning witho...
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06/01/2020
Variational Bayesian Inference for Crowdsourcing Predictions
Crowdsourcing has emerged as an effective means for performing a number ...
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04/03/2020
A Deep Ensemble Multi-Agent Reinforcement Learning Approach for Air Traffic Control
Air traffic control is an example of a highly challenging operational pr...
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05/14/2019
FASTER: Fusion AnalyticS for public Transport Event Response
Increasing urban concentration raises operational challenges that can be...
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04/23/2019
High-frequency crowd insights for public safety and congestion control
We present results from several projects aimed at enabling the real-time...
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03/04/2019
Robust commuter movement inference from connected mobile devices
The preponderance of connected devices provides unprecedented opportunit...
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02/28/2019
Towards Robust ResNet: A Small Step but A Giant Leap
This paper presents a simple yet principled approach to boosting the rob...
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11/07/2018
A Probabilistic Model of the Bitcoin Blockchain
The Bitcoin transaction graph is a public data structure organized as tr...
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10/29/2018
