no code implementations • 18 Oct 2023 • Sandipan Choudhuri, Arunabha Sen
Unwanted samples from private source categories in the learning objective of a partial domain adaptation setup can lead to negative transfer and reduce classification performance.
no code implementations • 7 Sep 2023 • Sandipan Choudhuri, Suli Adeniye, Arunabha Sen
This work proposes a robust Partial Domain Adaptation (PDA) framework that mitigates the negative transfer problem by incorporating a robust target-supervision strategy.
no code implementations • 3 Dec 2022 • Sandipan Choudhuri, Suli Adeniye, Arunabha Sen, Hemanth Venkateswara
The standard closed-set domain adaptation approaches seek to mitigate distribution discrepancies between two domains under the constraint of both sharing identical label sets.
no code implementations • 17 Jul 2022 • Sandipan Choudhuri, Hemanth Venkateswara, Arunabha Sen
In contrast to a standard closed-set domain adaptation task, partial domain adaptation setup caters to a realistic scenario by relaxing the identical label set assumption.
no code implementations • 6 Jan 2021 • Sandipan Choudhuri, Riti Paul, Arunabha Sen, Baoxin Li, Hemanth Venkateswara
Driven by the motivation that image styles are private to each domain, in this work, we develop a method that identifies outlier classes exclusively from image content information and train a label classifier exclusively on class-content from source images.
1 code implementation • 8 Oct 2020 • Sailik Sengupta, Kaustav Basu, Arunabha Sen, Subbarao Kambhampati
In this paper, we draw inspiration from work in Moving Target Defense (MTD) and consider a dynamic monitoring strategy that makes it difficult for an attacker to prevent unique identification of behavioral signals that indicate the status of HVTs.
Computer Science and Game Theory
no code implementations • 22 Sep 2020 • Sanjana Dey, Florent Foucaud, Subhas C Nandy, Arunabha Sen
We show that the discrete version of this problem is NP-complete.
Computational Geometry
no code implementations • 20 Jun 2019 • Sandipan Choudhuri, Kaustav Basu, Kevin Thomas, Arunabha Sen
According to the Center of Disease Control (CDC), the Opioid epidemic has claimed more than 72, 000 lives in the US in 2017 alone.
no code implementations • 24 Jan 2017 • Joydeep Banerjee, Chenyang Zhou, Arunabha Sen
We utilized the \emph{Implicative Interdependency Model} model to capture the complex interdependency between the two networks.