publications

2026

1. CCNC

   SPICE: Structured Pruning for Inference on Constrained Edge Devices

   Subhransu Das, Jiaming Cheng, Aniruddha Rakshit, and 3 more authors

   In IEEE Consumer Communications & Networking Conference (CCNC), 2026

   Bib

   @inproceedings{das2026spice,
     title = {{SPICE}: Structured Pruning for Inference on Constrained Edge Devices},
     author = {Das, Subhransu and Cheng, Jiaming and Rakshit, Aniruddha and Soni, Brijesh and Boubin, Jayson and Ramnath, Rajiv},
     booktitle = {IEEE Consumer Communications \& Networking Conference (CCNC)},
     year = {2026},
   }

2. PEARC

   Phase-Wise Analysis of LLM Inference Acceleration on GPU, CPU, and Edge Device

   Subhransu Das, Jiaming Cheng, Swathi Vallabhajosyula, and 2 more authors

   In Practice and Experience in Advanced Research Computing (PEARC ’26), 2026

   To appear

   Bib

   @inproceedings{das2026phasewise,
     title = {Phase-Wise Analysis of {LLM} Inference Acceleration on {GPU}, {CPU}, and Edge Device},
     author = {Das, Subhransu and Cheng, Jiaming and Vallabhajosyula, Swathi and Soni, Brijesh and Ramnath, Rajiv},
     booktitle = {Practice and Experience in Advanced Research Computing (PEARC '26)},
     year = {2026},
     note = {To appear},
   }

3. TIOT

   Large Models for Small Devices: Recent Advances and Empirical Analysis of Edge AI Deployment

   Subhransu Das, Jiaming Cheng, Arnav Kumar, and 6 more authors

   ACM Transactions on Internet of Things, 2026

   Under review

2025

1. PEARC

   EPIC: Efficient Pruning for Inference on Constrained Devices

   Subhransu Das, Jiaming Cheng, Aniruddha Rakshit, and 2 more authors

   In Practice and Experience in Advanced Research Computing (PEARC ’25), 2025

   Bib

   @inproceedings{das2025epic,
     title = {{EPIC}: Efficient Pruning for Inference on Constrained Devices},
     author = {Das, Subhransu and Cheng, Jiaming and Rakshit, Aniruddha and Boubin, Jayson and Ramnath, Rajiv},
     booktitle = {Practice and Experience in Advanced Research Computing (PEARC '25)},
     year = {2025},
   }