Krishna Sri Ipsit Mantri

Looking for PhD positions in Geometric and Topological Representation Learning
mantrik@purdue.edu

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West Lafayette, Indiana, United States 47906

I am a 2nd year MS student at Purdue Computer Science. I recently finished an internship at Sony AI in Tokyo, JP in Summer 2024. In a previous life, I was an undergraduate student at IIT Bombay Electrical Engineering from 2018-2022. I am currently looking for PhD positions (Summer/Fall 2025 start) in geometric and topological representation learning.

Recently I am fascinated and motivated to learn about geometry and topology-aware representation learning. I believe that there are lot of symmetries hidden in this world. I am motivated, for the conceivable future (next 10 years) to make this my mission to uncover those symmetries and propose new applications of artificial intelligence. The following masterpiece inspires me

“Everything that happens is as natural as the rose in spring and the crop in summer. Such are disease and death, slander and treachery, and all the rest that delights fools or vexes them.”

— Marcus Aurelius, Meditations

I am fortunate to be working with Dr. Moshe Eliasof and Beatrice Bevilacqua and to be advised by Prof. Bruno Ribeiro. I am grateful to Prof. Abir De for advising, mentoring and motivating me to do research while I was at IITB. At Sony, I am doing research on topologically grounded 3D scene generation. I briefly worked on LLMs for supply chain optimization with Prof. Can Li.

News

Oct 10, 2024 Rethinking Fine-tuning Through Geometric Perspective accepted to Unireps Workshop at NeurIPS 2024!
Sep 25, 2024 DiGRAF: Diffeomorphic Graph-Adaptive Activation Function accepted to NeurIPS 2024! See you all in Vancouver 🇨🇦
Aug 17, 2024 Hiked Mount Fuji🗻 - The tallest peak of Japan and an active volcano! This is the first hike of my life✨! See some photos
Jul 2, 2024 New paper: DiGRAF: Diffeomorphic Graph-Adaptive Activation Function. Tons of learning!
May 27, 2024 Moved to Tokyo for summer. 🇯🇵
Dec 4, 2023 I will be interning at Sony R&D as research intern in Tokyo, Japan for Summer 2024 🗻🏯🍙
Aug 14, 2023 Started grad school at Purdue CS! Boiler Up!
Aug 6, 2023 Attending The Cornell, Maryland, Max Planck Pre-doctoral Research School 2023🤓
Jun 19, 2023 Our paper accepted to the Workshop on Generative AI and Law (Genlaw’23) of ICML 2023
May 19, 2023 Our multiple papers got accepted at CVPR 2023 Workshops
Apr 28, 2023 Our work📃 got accepted for poster at MIDL 2023 short papers track
Apr 19, 2023 Our poster on Gastrointestinal Disease Detection using Transformer-Based Image Segmentation has been accepted for MIT-MGB AI Cures Conference 2023
Apr 15, 2023 Incoming Master’s student at Purdue CS! Go Boilermakers!
Mar 29, 2023 Accepted to The Cornell, Maryland, Max Planck Pre-doctoral Research School 2023🤓
Mar 2, 2023 My second publication📃 at ICLR 2023 Workshop
Feb 24, 2023 Presented a poster📜 at Workshop on Medical Image Computing 2023 at IISc
Oct 23, 2022 My first publication📃 at WSDM 2023
Aug 20, 2022 Graduation Ceremony at IIT Bombay🎓
Jul 4, 2022 Started working at Texas Instruments

Selected Publications

  1. NeurIPS
    DiGRAF: Diffeomorphic Graph-Adaptive Activation Function
    Mantri, Krishna Sri Ipsit, Wang, Xinzhi, Schönlieb, Carola-Bibiane, Ribeiro, Bruno, Bevilacqua, Beatrice, and Eliasof, Moshe
    In The Thirty-eighth Annual Conference on Neural Information Processing Systems 2024
  2. NeurIPS, UniReps
    Rethinking Fine-tuning Through Geometric Perspective
    Mantri, Krishna Sri Ipsit, Eliasof, Moshe, Schönlieb, Carola-Bibiane, and Ribeiro, Bruno
    In UniReps: 2nd Edition of the Workshop on Unifying Representations in Neural Models at NeurIPS 2024