Scholar
Deepak Nathani
Google Scholar ID: HZSadHkAAAAJ
Ph.D. Student, University of California - Santa Barbara
NLP
Controllable Text Generation
Conversational Agents
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Citations & Impact
All-time
Citations
1,452
H-index
9
i10-index
8
Publications
13
Co-authors
19
list available
Contact
Email
dnathani@ucsb.edu
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Publications
7 items
Proactive Agent Research Environment: Simulating Active Users to Evaluate Proactive Assistants
2026
Cited
0
Procedural Generation of Algorithm Discovery Tasks in Machine Learning
2026
Cited
0
Group-Evolving Agents: Open-Ended Self-Improvement via Experience Sharing
2026
Cited
0
WildSci: Advancing Scientific Reasoning from In-the-Wild Literature
arXiv.org · 2026
Cited
0
Adversarial Training for Process Reward Models
2025
Cited
0
Understanding the Effects of Domain Finetuning on LLMs
2025
Cited
0
MLGym: A New Framework and Benchmark for Advancing AI Research Agents
2025
Cited
0
Resume (English only)
Academic Achievements
Paper 'MAF: Multi-Aspect Feedback for Improving Reasoning in Large Language Models' accepted at EMNLP 2023.
Developed MLGym during Meta internship; presented at COLM 2025 and MLCommons ARES Summit 2025.
Paper 'Few-Shot Learning on Graphs via Super-Classes Based on Graph Spectral Measures' accepted at ICLR 2020.
Paper 'A Persistent Homology Perspective to the Link Prediction Problem' accepted at Complex Networks 2019.
Healthcare-related work published in PLOS Digital Health 2024, IEEE CAI 2024, and UMAP 2022.
Controllable text generation research published at ACL 2022.
Graph learning contributions published at ACL 2019 and ICML 2018.
Co-authors
19 total
Co-author 1
Co-author 2
William Yang Wang
Mellichamp Chair Professor, University of California, Santa Barbara
Charu Sharma
International Institute of Information Technology Hyderabad
Liangming Pan
Assistant Professor, School of Computer Science, Peking University
Wenda Xu
Google
Co-author 7
Michael Saxon
University of Washington
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