Kiran Ramnath
Kiran Ramnath has 2 papers in our library, in 2025–2026; often with Kang Zhou, Sangmin Woo, Han Ding.
OpenAlex · ORCID · h-index 3 · 19 works · 31 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 21 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #8045
Affiliations
🎓University of Illinois Urbana-ChampaignUrbana ·
United States2020–2026 · 6 papers🏢AmazonSeattle ·
United States2025–2026 · 4 papers
🏛️University of Illinois at Urbana-ChampaignUrbana ·
United States2019–2021Education 2019–2021 · MS, Electrical and Computer Engineering
Fields, topics and concepts
📚 Shelves 5The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksArts and Humanities · 1 workArtificial Intelligence · 2 worksInformation Systems · 2 worksLanguage and Linguistics · 1 work
Works by year
2020s
Papers
- A Systematic Survey of Automatic Prompt Optimization Techniques (2025 · 40 citations)
Large language models react unpredictably to small changes in prompt wording, ordering or formatting. Manual prompt engineering is therefore laborious and quickly becomes outdated as models change. This survey by an Amazon Web Services team reviews black-box Automatic Prompt Optimization (APO): methods that improve… - Learning to Ideate for Machine Learning Engineering Agents (2026 · 2 citations)
Agents for machine learning engineering (MLE) often stop once they have one working solution and do not keep refining it.
All works
- A Systematic Survey of Automatic Prompt Optimization TechniquesConference on Empirical Methods in Natural Language Processing (EMNLP)Kiran Ramnath, Kang Zhou, Sheng Guan, et al.2025 · 40 citations
- Learning to Ideate for Machine Learning Engineering AgentsConference of the European Chapter of the Association for Computational Linguistics (EACL)Yunxiang Zhang, Kang Zhou, Zhichao Xu, et al.2026 · 2 citations
- BayesFlow: A Probability Inference Framework for Meta-Agent Assisted Workflow Generation ↗Findings of the Association for Computational Linguistics: EACL 2026 · no summary yetBo Yuan et al.2026
Co-authors here
- Kang Zhou ×2
- Sangmin Woo ×2
- Han Ding
- Lin Lee Cheong
- Shuai Wang
- Soumya Smruti Mishra
- Xuan Qi
- Yawei Wang
- Yunxiang Zhang
- Zhichao Xu
Venues
- Conference of the European Chapter of the Association for Computational Linguistics (EACL): EACL 2026
- Conference on Empirical Methods in Natural Language Processing (EMNLP): EMNLP 2025
- Findings of the Association for Computational Linguistics: EACL 2026
Cited by
Updated
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