Kavya Gupta
Postdoc, Saarland University
Postdoctoral Researcher at Saarland University with Prof. Isabel Valera, working on Society-Aware Machine learning.
Ph.D. Graduate specializing in the Robustness of neural networks from Ecole CentraleSupelec, University of Paris-Saclay and funded by Thales LAS France. I was advised by Prof. Jean-Christophe Pesquet. My thesis revolves around Lipschitz Constant Analysis of Neural Networks for certified Robustness and adversarial machine learning. I am interested in the Robustness, trustworthiness, and reliability of neural networks.
Before moving to France, I worked at Tata Consultancy Services Research and Innovation (2016-2019), Kolkata, India. I worked in Robotics and Vision Group. I worked on 2D and 3D human pose estimation from monocular videos, object detection and classification, inverse problems for removing blur in images captured from fast-moving drones, and rendering personalized realistic facial animation of an avatar using 3D Face meshes synced with audio.
I completed my M.Tech in Electronics and Communication Engineering with specialization in Communication and Signal Processing from IIIT-Delhi and was a member of SALSA Research Lab (Batch 2014-2016). I did my master’s thesis on Regularized Autoencoders under the guidance of Dr. Angshul Majumdar. I also worked on compressive sensing and collaborative filtering.
Research Interests
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Formal guarantees of robustness of neural networks
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Robustness of large vision and language models
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AI and Safety
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Computer Vision
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Multi-objective Optimization
news
Mar 1, 2024 | Started as a Postdoctoral reseacher at Saarland University with Prof. Isabel Valera. |
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Jul 31, 2023 | Our paper won “Most innovative Solution” award in ChaBuD Competition ECML-PKDD 2023. |
Jul 20, 2023 | Volunteering at Women in Machine Learning Un-Workshop, ICML 2023. |
Jul 20, 2023 | Presenting two papers on Certified Robustness in Frontiers in Adversarial Machine learning (AdvML) at ICML 2023. |
Jan 13, 2023 | Successful defended my Ph.D. |