16 citations · 27 across the 15 of their papers we have counts for
5 papers · 1 filter
Subdomain-aware representation compression for pretrained image embeddings
Poowanut Niamluang, Jittat Fakcharoenphol
Dimensionality reduction is a well-known technique for improving space efficiency, typically applied uniformly across an entire dataset. This paper investigates the possibilities o…
Stochastic Contextual Bandits with Graph-based Contexts
Jittat Fakcharoenphol, Chayutpong Prompak
We naturally generalize the on-line graph prediction problem to a version of stochastic contextual bandit problems where contexts are vertices in a graph and the structure of the g…
Fair Resource Allocation for Demands with Sharp Lower Tail Inequalities
Vacharapat Mettanant, Jittat Fakcharoenphol
We consider a fairness problem in resource allocation where multiple groups demand resources from a common source with the total fixed amount. The general model was introduced by E…
Bandit Multiclass Linear Classification for the Group Linear Separable Case
Jittat Fakcharoenphol, Chayutpong Prompak
We consider the online multiclass linear classification under the bandit feedback setting. Beygelzimer, Pál, Szörényi, Thiruvenkatachari, Wei, and Zhang [ICML'19] considered two no…
Learning Network Structures from Contagion
Adisak Supeesun, Jittat Fakcharoenphol
In 2014, Amin, Heidari, and Kearns proved that tree networks can be learned by observing only the infected set of vertices of the contagion process under the independent cascade mo…