Search Results for author: Srinagesh Sharma

Found 5 papers, 1 papers with code

Counterfactual Augmentation for Multimodal Learning Under Presentation Bias

1 code implementation23 May 2023 Victoria Lin, Louis-Philippe Morency, Dimitrios Dimitriadis, Srinagesh Sharma

In real-world machine learning systems, labels are often derived from user behaviors that the system wishes to encourage.

counterfactual

MetaXT: Meta Cross-Task Transfer between Disparate Label Spaces

no code implementations9 Sep 2021 Srinagesh Sharma, Guoqing Zheng, Ahmed Hassan Awadallah

In this paper, we aim to the address of the problem of few shot task learning by exploiting and transferring from a different task which admits a related but disparate label space.

Language Modelling

A Generalization Error Bound for Multi-class Domain Generalization

no code implementations24 May 2019 Aniket Anand Deshmukh, Yunwen Lei, Srinagesh Sharma, Urun Dogan, James W. Cutler, Clayton Scott

Domain generalization is the problem of assigning labels to an unlabeled data set, given several similar data sets for which labels have been provided.

Classification Domain Generalization +2

Simple Regret Minimization for Contextual Bandits

no code implementations17 Oct 2018 Aniket Anand Deshmukh, Srinagesh Sharma, James W. Cutler, Mark Moldwin, Clayton Scott

Contextual bandits are a sub-class of MABs where, at every time step, the learner has access to side information that is predictive of the best arm.

Multi-Armed Bandits

Kernel Embedding Approaches to Orbit Determination of Spacecraft Clusters

no code implementations1 Mar 2018 Srinagesh Sharma, James W. Cutler

These weak conditions allow us to perform orbit determination with noisy and highly non-linear observations such as those presented by range-rate only (Doppler only) observations.

Domain Generalization

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