15 citations · 83 across the 22 of their papers we have counts for
24 papers
On Unique Ergodicity Of Coupled AIMD Flows
Pietro Ferraro, Jia Yuan Yu, Ramen Ghosh +4
The AIMD algorithm, which underpins the Transmission Control Protocol (TCP) for transporting data packets in communication networks, is perhaps the most successful control algorith…
Reward Modeling for Mitigating Toxicity in Transformer-based Language Models
Farshid Faal, Ketra Schmitt, Jia Yuan Yu
Transformer-based language models are able to generate fluent text and be efficiently adapted across various natural language generation tasks. However, language models that are pr…
Multi-resource allocation for federated settings: A non-homogeneous Markov chain model
Syed Eqbal Alam, Fabian Wirth, Jia Yuan Yu
In a federated setting, agents coordinate with a central agent or a server to solve an optimization problem in which agents do not share their information with each other. Wirth an…
Bias-Corrected Peaks-Over-Threshold Estimation of the CVaR
Dylan Troop, Frédéric Godin, Jia Yuan Yu
The conditional value-at-risk (CVaR) is a useful risk measure in fields such as machine learning, finance, insurance, energy, etc. When measuring very extreme risk, the commonly us…
The Convergence of Finite-Averaging of AIMD for Distributed Heterogeneous Resource Allocations
Syed Eqbal Alam, Fabian Wirth, Jia Yuan Yu +1
In several social choice problems, agents collectively make decisions over the allocation of multiple divisible and heterogeneous resources with capacity constraints to maximize ut…
Risk-Averse Action Selection Using Extreme Value Theory Estimates of the CVaR
Dylan Troop, Frédéric Godin, Jia Yuan Yu
In a wide variety of sequential decision making problems, it can be important to estimate the impact of rare events in order to minimize risk exposure. A popular risk measure is th…