Debraj Chakraborty

Hi!

I am a postdoctoral reasearcher with Prof. Luke Ong at College of Computing and Data Science, Nanyang Technological University, Singapore.

From 2023 to 2025, I was a postdoc at Learning in Verification lab in the Faculty of Informatics, Masaryk University, Brno, with Prof. Jan Křetínský.

In December 2022, I completed my PhD under supervision of Prof. Jean-François Raskin at Formal Methods and Verification group in Département d’Informatique, Université Libre de Bruxelles.

I received my MSc in Computer Science and BSc in Mathematics and Computer Science from Chennai Mathematical Institute.


Publications

📄 Explainably Safe Reinforcement Learning  Accepted at NeurIPS 2025

Sabine Rieder, Stefan Pranger, Debraj Chakraborty, Jan Křetínský and Bettina Könighofer

📄 Symbiotic Local Search for Small Decision Tree Policies in MDPs  UAI 2025

Roman Andriushchenko, Milan Češka, Debraj Chakraborty, Sebastian Junges, Jan Křetínský and Filip Macák

pdf   Code

📄 Explaining Control Policies through Predicate Decision Diagrams  HSCC 2025

Debraj Chakraborty, Clemens Dubslaff, Sudeep Kanav, Jan Křetínský and Christoph Weinhuber

pdf   Slides

📄 1-2-3-Go! Policy Synthesis for Parameterized Markov Decision Processes via Decision-Tree Learning and Generalization  VMCAI 2025

Muqsit Azeem, Debraj Chakraborty, Sudeep Kanav, Jan Křetínský, Mohammadsadegh Mohagheghi, Stefanie Mohr and Maximilian Weininger

pdf

📄 Learning Explainable and Better Performing Representations of POMDP Strategies  TACAS 2024

Alexander Bork, Debraj Chakraborty, Kush Grover, Jan Křetínský and Stefanie Mohr

pdf   Code

Damien Busatto-Gaston, Debraj Chakraborty, Anirban Majumdar, Sayan Mukherjee, Guillermo A. Pérez and Jean-François Raskin

pdf   Slides

📄 Formally-Sharp DAgger for MCTS: Lower-Latency Monte Carlo Tree Search using Data Aggregation with Formal Methods  AAMAS 2023

Damien Busatto-Gaston, Debraj Chakraborty, Guillermo A. Pérez and Jean-François Raskin

pdf

📄 Safe Learning for Near-Optimal Scheduling  QEST 2021

Damien Busatto-Gaston, Debraj Chakraborty, Shibashis Guha, Guillermo A. Pérez and Jean-François Raskin

pdf    Slides

📄 Monte Carlo Tree Search guided by Symbolic Advice for MDPs  CONCUR 2020

Damien Busatto-Gaston, Debraj Chakraborty and Jean-François Raskin

pdf   Slides


PhD thesis

Monte Carlo Tree Search with Advice   2023

pdf   Video   Slides


Contact details

Address

Debraj Chakraborty,
College of Computing and Data Science,
Nanyang Technological University,
50 Nanyang Avenue,
Singapore 639798,
Singapore,
🌏

Email

<firstname>.<lastname><at>ntu.edu.sg