Joykirat Singh

According to our database, Joykirat Singh authored at least 14 papers between 2024 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2026

MINTEval: Evaluating Memory under Multi-Target Interference in Long-Horizon Agent Systems.

Hyunji Lee, Justin Chih-Yao Chen, Joykirat Singh, Zaid Khan, Elias Stengel-Eskin, Mohit Bansal

CoRR, May, 2026

Agent-BRACE: Decoupling Beliefs from Actions in Long-Horizon Tasks via Verbalized State Uncertainty.

Joykirat Singh, Zaid Khan, Archiki Prasad, Justin Chih-Yao Chen, Akshay Nambi, Hyunji Lee, Elias Stengel-Eskin, Mohit Bansal

CoRR, May, 2026

Cog-DRIFT: Exploration on Adaptively Reformulated Instances Enables Learning from Hard Reasoning Problems.

Justin Chih-Yao Chen, Archiki Prasad, Zaid Khan, Joykirat Singh, Runchu Tian, Elias Stengel-Eskin, Mohit Bansal

CoRR, April, 2026

Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use.

Aradhye Agarwal, Gurdit Siyan, Yash Pandya, Joykirat Singh, Akshay Uttama Nambi, Ahmed Awadallah

CoRR, March, 2026

2025

Think Right: Learning to Mitigate Under-Over Thinking via Adaptive, Attentive Compression.

Joykirat Singh, Justin Chih-Yao Chen, Archiki Prasad, Elias Stengel-Eskin, Akshay Nambi, Mohit Bansal

CoRR, October, 2025

Agentic Reasoning and Tool Integration for LLMs via Reinforcement Learning.

Joykirat Singh, Raghav Magazine, Yash Pandya, Akshay Nambi

CoRR, May, 2025

Self-Evolved Preference Optimization for Enhancing Mathematical Reasoning in Small Language Models.

Joykirat Singh, Tanmoy Chakraborty, Akshay Nambi

CoRR, March, 2025

Data-scarce Behavior Editing of Language Models.

Joykirat Singh, Subhabrata Dutta, Tanmoy Chakraborty

Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

Exposing the Achilles' Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning.

Joykirat Singh, Akshay Uttama Nambi, Vibhav Vineet

Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

PromptWizard: Optimizing Prompts via Task-Aware, Feedback-Driven Self-Evolution.

Eshaan Agarwal, Raghav Magazine, Joykirat Singh, Vivek Dani, Tanuja Ganu, Akshay Uttama Nambi

Proceedings of the Findings of the Association for Computational Linguistics, 2025

2024

How to think step-by-step: A mechanistic understanding of chain-of-thought reasoning.

Subhabrata Dutta, Joykirat Singh, Soumen Chakrabarti, Tanmoy Chakraborty

Trans. Mach. Learn. Res., 2024

Mechanistic Behavior Editing of Language Models.

Joykirat Singh, Subhabrata Dutta, Tanmoy Chakraborty

CoRR, 2024

EROS: Entity-Driven Controlled Policy Document Summarization.

Joykirat Singh, Sehban Fazili, Rohan Jain, Md. Shad Akhtar

Proceedings of the 2024 Joint International Conference on Computational Linguistics, 2024

Frugal LMs Trained to Invoke Symbolic Solvers Achieve Parameter-Efficient Arithmetic Reasoning.

Subhabrata Dutta, Ishan Pandey, Joykirat Singh, Sunny Manchanda, Soumen Chakrabarti, Tanmoy Chakraborty

Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence, 2024