Ayush Mangal

First year MSR · CMU

Ayush Mangal

About Me

Hi! I am a first year MSR student at CMU, where I am fortunate to be advised by Professor Shubham Tulsiani and Professor Deva Ramanan. I am broadly interested in robot learning and reinforcement learning, and understanding what makes their modern algorithms tick.

In a previous life, I worked on building foundational speech models at Smallest.ai and Gan.ai. Even before that I was at Microsoft Bing Travel make their visual content make people go WoW ❤️

During my undergrad I had the pleasure of working in various academic research labs and startups on topics ranging from Computer Vision, to NLP, finance, reinforcement learning. I was also involved in leading various undergrad research groups, focusing on Deep Learning, Core CS, Quantum Computing and Blockchain.

Professional stuff aside, I am a die-hard anime fan, an avid reader, wannabe Musician/Writer/Youtuber? lol (checkout my YT channel and Medium!) and a lifelong learner who’s always up for a good conversation.

Publications

  1. UAI 2021

    Modeling Financial Uncertainty with Multivariate Temporal Entropy‐based Curriculums

    Ramit Sawhney, Arnav Wadhwa, Ayush Mangal, Vivek Mittal, Shivam Agarwal, Rajiv Ratn Shah

  2. CVPR 2021

    Track, Check, Repeat: An EM Approach to Unsupervised Tracking

    Adam Harley, Yiming Zuo, Jing Wen, Ayush Mangal, Shubhankar Potidar, Ritwick Chaudhry, Katerina Fragkiadaki

  3. ACM MM 2020 (Oral)

    Multimodal Multi‐Task Financial Risk Forecasting

    Ramit Sawhney, Puneeth Mathur, Ayush Mangal, Piyush Khanna, Rajiv Ratn Shah, Roger Zimmermann

  4. Submitted to AAAI 2021

    DEAP Cache: Deep Eviction Admission and Prefetching for Cache

    Ayush Mangal, Jitesh Jain, Keerat Kaur Guliani, Omkar Bhalero

  5. Submitted to ACM CSUR 2020

    Visual Relationship Detection using Scene Graphs: A Survey

    Aniket Agarwal, Ayush Mangal, Vipul Kumar

Writing

Essays, paper explainers, and the occasional rant.

All posts
  1. Do it for the plot

    The one with the quarter-life crisis

  2. A long walk to work

    Thoughts on a (hopefully) 40+ year career