2027Paper
Structure Preserving Deep-Autoencoders for Dimensionality Reduction
Ayushman Singh, Kaustuv Nag
A somewhat updated list of my research work. For the most current publications, please check my Google Scholar profile.
Google Scholar2027Paper
Good Rankers, Bad Objectives: Bilinear Contrastive Critics under Expressive Policy Search
Siddharth Aphale, Ayushman Singh
2027Paper
Compile, Don’t Reflect: Rethinking Self-Repair in Code-as-Policy Agents
Siddharth Aphale, Ayushman Singh
2027Paper
SCOUT: Per-Context Reset Curricula for Sparse-Reward Reinforcement Learning
Siddharth Aphale, Ayushman Singh
2026Paper
Sabotage as Diagnosis: Stress-Testing Multi-Agent LLM Systems with Taxonomy-Grounded Failure Injection
Aditya Singh, Ayushman Singh, Aashay Pinkesh Mehta, Houhan Lu, Abhilash Narendra, Scott Novotney, Sambit Sahu
Anugunj Naman, Gaibo Zhang, Ayushman Singh, Yaguang Zhang
Anugunj Naman, Ayushman Singh, Gaibo Zhang, Yaguang Zhang
Transactions on Machine Learning Research
Kushal Chawla, Chenyang Zhu, Pengshan Cai, Sangwoo Cho, Scott Novotney
19th Conference of the European Chapter of the Association for Computational Linguistics (EACL)
2026Patent
A System for Automatic End-to-End Agentic Workflow Application Testing
Ayushman Singh, Genta Indra Winata, Anirban Das, Paresh Dashore, Sambit Sahu
Pending
Samuel Cahyawijaya, Holy Lovenia, Joel Ruben Antony Moniz, Tack Hwa Wong, Mohammad Rifqi Farhansyah
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)
2025Patent
Structured Constrained Decoding for Dialogue State Tracking and Tool Calling
Genta Indra Winata, Ayushman Singh, Aashay Pinkesh Mehta, Chia-Hsuan Lee, Jisoo Kim
Pending
2025Patent
Adaptive Preference Task Calibration for Model Merging Optimization
Genta Indra Winata, Anirban Das, Chinmaya Andukuri, Supriyo Chakraborty, Shi-Xiong Zhang, Ayushman Singh, Mingyang Zhou, Sambit Sahu, Chia-Hsuan Lee
Pending
2021Paper
Structure-Preserving Deep Autoencoder-based Dimensionality Reduction for Data VisualizationAyushman Singh, Kaustuv Nag
2021 IEEE/ACIS 22nd International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD)