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Kallol Saha

I'm an incoming MSR student at CMU RI this Fall! (2024)
I am currently a Research Associate at the Robotics Research Center (RRC), IIIT Hyderabad advised by Prof. Madhava Krishna. Previously, I was a research intern at IIT Bombay and IIT Guwahati. Apart from research, I have participated in national and international robotics competitions. I completed my Bachelors from Manipal Institute of Technology in Mechatronics

My research interest revolves around the robot learning problem. My goal is to create generalist agents that learn from prior experience and adapt to new tasks without task-specific training data. Humans effortlessly do tasks like pouring tea, cooking dinner, or folding clothes. I foresee an "ideal robotic system" to not only mimic humans in complex real world tasks, but out-perform them.

I aim to work towards the following directions:
1. Develop scalable algorithms to train end-to-end policies on offline data and fine-tune them across real-world tasks and embodiments
2. Study the pros and cons of current approaches to understand what contributes to generalized robot intelligence.
3. Deploy versatile robots to aid humans in need, perform household tasks, and function in hazardous environments.

Email: ksaha@andrew.cmu.edu

Highlights

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Timeline

Publications

(* Denotes equal contribution. Click on publication to view more)


EDMP: Ensemble-of-costs-guided Diffusion for Motion Planning

Kallol Saha*, Vishal Mandadi*, Jayaram Reddy*, Ajit Srikanth, Aditya Agarwal, Bipasha Sen,
Arun Singh, Madhava Krishna
ICRA 2024
Webpage  •   Paper  •   Video  •   Code


Disentangling Planning and Control for Non-prehensile Tabletop Manipulation

Vishal Mandadi, Kallol Saha, Dipanwita Guhathakurta, M. Nomaan Qureshi, Aditya Agarwal, Bipasha Sen,
Dipanjan Das, Brojeshwar Bhowmick, Arun Singh, Madhava Krishna
CASE 2023
Paper  •   Video



Projects

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Major Projects

Decision Making for Swarm Robots

Aditya Singhal, Kallol Saha, Rikin Ramachandran, Umesh Mane, Soofiyan Atar, Harmanjeet Singh Bilkhu
Done during the e-Yantra Summer Internship Program 2022, CSE Department, IIT Bombay
Video  •   Certificate


Dairy Bike

Kallol Saha (Team lead), Ashwin Disa, Srujan Kulkarni, Tanaya Gupte
First Prize Winner, e-Yantra Robotics Competition 2021-22, CSE Department, IIT Bombay
Video  •   Competition Video  •   Certificate


Project Manas

I am an alumni of the 2020-22 batch. Meet the current team here.
A Student Project on AI and Robotics at Manipal Institute of Technology
Webpage  •   Projects  •   More Pictures   •   Rise Prize Certificate   •   IPAS 2021 Certificate


Nirikshak Bot

Kallol Saha (Team lead), Shubham Shetty, Tanaya Gupte, Twinkle Goyal
e-Yantra Robotics Competition 2020-21, CSE Department, IIT Bombay
Video  •   Code  •   Certificate


Mini Projects

Micromouse Navigation

Sadha Sivam M, Kallol Saha, Basireddy Sandeep Reddy
Done during a research internship at IIT Guwahati, 2021
Code  •   Certificate


Gesture Controlled Rover

Kallol Saha (Team lead), Shubham Shetty, Anirudh Bharadwaj, Manu Vishwanath, Ayan Verma, Aloysius De Sa
Robotics Lab Final Project, 2022
Report  •   Video  •   Code


Teaching


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