Publications

Conferences and Journals

  1. Nair, S., Lin, M., Ju, P., Talebi, A., Bentley, E. S., & Liu, J. (2025). FSL-SAGE: Accelerating Federated Split Learning via Smashed Activation Gradient Estimation. Forty-Second International Conference on Machine Learning. https://openreview.net/forum?id=HnwcrtoDd4
  2. Liu, H., Wen, R., Nair, S., Liu, J., Lou, W., Zhang, C., Yeoh, W., Vorobeychik, Y., & Zhang, N. (2025). EcoLoRA: Communication-Efficient Federated Fine-Tuning of Large Language Models. The 2025 Conference on Empirical Methods in Natural Language Processing. https://arxiv.org/abs/2506.02001
  3. Sahu, R., Nagal, A., Dixit, K. K., Unnibhavi, H., Mantravadi, S., Nair, S., Simmhan, Y., Mishra, B., Zele, R., Sutaria, R., Motghare, V. M., Kar, P., & Tripathi, S. N. (2021). Robust statistical calibration and characterization of portable low-cost air quality monitoring sensors to quantify real-time \chemO_3 and \chemNO_2 concentrations in diverse environments. Atmospheric Measurement Techniques, 14(1), 37–52. https://doi.org/10.5194/amt-14-37-2021
    doi
  4. Nair, S., Sahu, A., Mantravadi, S., Anand, S. V. R., & Hegde, M. (2020). CONETSI: On Demand Distributed Network State Information Collection using Opportunistic Exploration for Resource Constrained Networks. 2020 International Conference on COMmunication Systems & NETworkS (COMSNETS), 491–498. https://doi.org/10.1109/COMSNETS48256.2020.9027403
    doi
  5. Simmhan, Y., Nair, S., Monga, S., Sahu, R., Dixit, K., Sutaria, R., Mishra, B., Sharma, A., SVR, A., Hegde, M., Zele, R., & Tripathi, S. N. (2019). SATVAM: Toward an IoT Cyber-Infrastructure for Low-Cost Urban Air Quality Monitoring. 2019 15th International Conference on EScience (EScience), 57–66. https://doi.org/10.1109/eScience.2019.00014
    doi

Preprints

  1. Ballamajalu, R., Nair, S., Chhabra, S., Monga, S. K., SVR, A., Hegde, M., Simmhan, Y., Sharma, A., Choudhary, C. M., Sutaria, R., Zele, R., & Tripathi, S. N. (2018). Toward SATVAM: An IoT Network for Air Quality Monitoring. https://arxiv.org/abs/1811.07847

Manuscripts

  1. Nair, S. S. (2024). Robust Blind Image Denoising via Instance Normalization [M.S. Thesis, The Ohio State University]. http://rave.ohiolink.edu/etdc/view?acc_num=osu1714849501121502

Miscellaneous

  1. Nair, S., Samarth, P., & Nair, S. (2013). What is a sensor? - lesson. In TeachEngineering.org. https://www.teachengineering.org/lessons/view/umo_sensorswork_lesson01
  2. Nair, S., Samarth, P., & Nair, S. (2013). How does a sound sensor work? - lesson. In TeachEngineering.org. https://www.teachengineering.org/lessons/view/umo_sensorswork_lesson04
  3. Nair, S., Samarth, P., & Nair, S. (2013). How does a color sensor work? - lesson. In TeachEngineering.org. https://www.teachengineering.org/lessons/view/umo_sensorswork_lesson05