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02/19/2022
Reward Modeling for Mitigating Toxicity in Transformer-based Language Models
Transformer-based language models are able to generate fluent text and b...
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04/26/2021
Multi-resource allocation for federated settings: A non-homogeneous Markov chain model
In a federated setting, agents coordinate with a central agent or a serv...
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03/08/2021
Bias-Corrected Peaks-Over-Threshold Estimation of the CVaR
The conditional value-at-risk (CVaR) is a useful risk measure in fields ...
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03/05/2020
Generating Embroidery Patterns Using Image-to-Image Translation
In many scenarios in computer vision, machine learning, and computer gra...
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12/03/2019
Risk-Averse Action Selection Using Extreme Value Theory Estimates of the CVaR
The Conditional Value-at-Risk (CVaR) is a useful risk measure in machine...
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09/30/2019
A Price-Based Iterative Double Auction for Charger Sharing Markets
The unprecedented growth of demand for charging electric vehicles (EVs) ...
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07/09/2019
A Scheme for Dynamic Risk-Sensitive Sequential Decision Making
We present a scheme for sequential decision making with a risk-sensitive...
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07/09/2019
Variance-Based Risk Estimations in Markov Processes via Transformation with State Lumping
Variance plays a crucial role in risk-sensitive reinforcement learning, ...
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12/21/2018
Derandomized Distributed Multi-resource Allocation with Little Communication Overhead
We study a class of distributed optimization problems for multiple share...
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12/18/2018
Distributed Algorithms for Internet-of-Things enabled Prosumer Markets: A Control Theoretic Perspective
We develop a distributed control algorithm for prosumer based sharing ec...
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09/14/2018
Distributed and Efficient Resource Balancing Among Many Suppliers and Consumers
Achieving a balance of supply and demand in a multi-agent system with ma...
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08/17/2018
Efficient Single-Shot Multibox Detector for Construction Site Monitoring
Asset monitoring in construction sites is an intricate, manually intensi...
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08/17/2018
Ensemble-based Adaptive Single-shot Multi-box Detector
We propose two improvements to the SSD---single shot multibox detector. ...
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04/16/2018
Distributed, Private, and Derandomized Allocation Algorithm for EV Charging
Efficient resource allocation is challenging when privacy of users is im...
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04/16/2018
Distribution Estimation in Discounted MDPs via a Transformation
Although the general deterministic reward function in MDPs takes three a...
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12/19/2017
The Merits of Sharing a Ride
The culture of sharing instead of ownership is sharply increasing in ind...
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11/06/2017
Distributed Multi-resource Allocation with Little Communication Overhead
We propose a distributed algorithm to solve a special distributed multi-...
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12/07/2016
Effect of Reward Function Choices in MDPs with Value-at-Risk
This paper studies Value-at-Risk (VaR) problems in short- and long-horiz...
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01/25/2016
Pricing Vehicle Sharing with Proximity Information
For vehicle sharing schemes, where drop-off positions are not fixed, we ...
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09/29/2015
Two Phase Q-learning for Bidding-based Vehicle Sharing
We consider one-way vehicle sharing systems where customers can rent a c...
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05/10/2014
Functional Bandits
We introduce the functional bandit problem, where the objective is to fi...
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04/09/2014
r-Extreme Signalling for Congestion Control
In many "smart city" applications, congestion arises in part due to the ...
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05/20/2011