Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning. - Subhabrata Dutta; Ishan Pandey; Joykirat Singh; Sunny Manchanda; Soumen Chakrabarti; Tanmoy Chakraborty 002 (AAAI, 2024)

EROS: Entity-Driven Controlled Policy Document Summarization. - Joykirat Singh; Sehban Fazili; Rohan Jain; Md. Shad Akhtar (LREC/COLING, 2024)

Mechanistic Behavior Editing of Language Models. - Joykirat Singh; Subhabrata Dutta; Tanmoy Chakraborty 002 (CoRR, 2024)

How to think step-by-step: A mechanistic understanding of chain-of-thought reasoning. - Subhabrata Dutta; Joykirat Singh; Soumen Chakrabarti; Tanmoy Chakraborty 002 (Trans. Mach. Learn. Res., 2024)

PromptWizard: Optimizing Prompts via Task-Aware, Feedback-Driven Self-Evolution. - Eshaan Agarwal; Raghav Magazine; Joykirat Singh; Vivek Dani; Tanuja Ganu; Akshay Uttama Nambi (ACL (Findings), 2025)

Exposing the Achilles' Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning. - Joykirat Singh; Akshay Uttama Nambi; Vibhav Vineet (ACL (1), 2025)

Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models. - Joykirat Singh; Tanmoy Chakraborty 002; Akshay Nambi 001 (CoRR, 2025)

Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning. - Joykirat Singh; Raghav Magazine; Yash Pandya; Akshay Nambi 001 (CoRR, 2025)