Publications

You can also find my articles on my Google Scholar profile.

Structure-Guided Entity Resolution: Fine-Tuning LLMs for Robust Name Matching in Complex Linguistic Contexts

Published in Association for Computational Linguistics (ACL), 2026

Fine-tuning LLMs with structural guidance for robust entity resolution in linguistically diverse name-matching tasks.

Recommended citation: Patil, N. et al. (2026). Structure-Guided Entity Resolution: Fine-Tuning LLMs for Robust Name Matching in Complex Linguistic Contexts. Association for Computational Linguistics.
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Optimizing Fantasy Sports Team Selection with Deep Reinforcement Learning

Published in CODS-COMAD '24, Association for Computing Machinery, 2024

Deep RL formulation of fantasy team selection under budget and lineup constraints, outperforming greedy and integer-programming baselines on historical lineups.

Recommended citation: Patil, N. et al. (2024). Optimizing Fantasy Sports Team Selection with Deep Reinforcement Learning. Proceedings of CODS-COMAD '24, ACM, 284–291.
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Early Churn Prediction from Large Scale User-Product Interaction Time Series

Published in International Conference on Machine Learning and Applications (ICMLA), IEEE, 2023

Deep-learning approach to predicting user churn from interaction time series at 250M+ user scale, identifying churn risk far earlier than session-aggregate baselines.

Recommended citation: Patil, N. et al. (2023). Early Churn Prediction from Large Scale User-Product Interaction Time Series. 2023 International Conference on Machine Learning and Applications (ICMLA). IEEE.
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CXCL10+ Peripheral Activation Niches Couple Preferred Sites of Th1 Entry with Optimal APC Encounter

Published in Cell Reports, 2020

Cell Reports paper showing how CXCL10+ peripheral niches co-locate Th1 cell entry sites with optimal antigen-presenting cell encounter.

Recommended citation: et al., including Patil, N. (2020). CXCL10+ Peripheral Activation Niches Couple Preferred Sites of Th1 Entry with Optimal APC Encounter. Cell Reports (preprint at bioRxiv 2020.10.04.324525).
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CXCL10+ Perivascular Clusters Nucleate Th1 Cell Tissue Entry and Activation in the Inflamed Skin

Published in Journal of Immunology, 2020

Imaging study identifying CXCL10+ perivascular clusters as nucleation sites for Th1 cell entry and activation in inflamed skin tissue.

Recommended citation: et al., including Patil, N. (2020). CXCL10+ Perivascular Clusters Nucleate Th1 Cell Tissue Entry and Activation in the Inflamed Skin. Journal of Immunology.
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Automated Ultrasound Doppler Angle Estimation Using Deep Learning

Published in 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2019

CNN-based pipeline that estimates the Doppler insonation angle from ultrasound B-mode images, removing a manual measurement step from clinical velocity workflows.

Recommended citation: Patil, N. et al. (2019). Automated Ultrasound Doppler Angle Estimation Using Deep Learning. 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 28–31. IEEE.
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