| 2026 | HPDC | Beyond Fixed Budgets: Characterizing the Inelasticity and Limitations of Tree-of-Thought Reasoning Strategies. | Atkia Mahila, Avinash Maurya, M. Mustafa Rafique, Bogdan Nicolae |
| 2026 | HPDC | PKAS: Predictive KVCache-Aware Scheduling for Faster LLM and Transformer Inferences. | Jie Ye, Avinash Maurya, Krishna Teja Chitty-Venkata, Bogdan Nicolae, Anthony Kougkas, Xian-He Sun |
| 2026 | ISCA | Understanding Inference Scaling for LLMS: Bottlenecks, Trade-Offs, and Performance Principles. | Moiz Arif, Avinash Maurya, Sudharshan Vazhkudai, Bogdan Nicolae |
| 2026 | SENSYS | Been There, Scanned That: Nostalgia-Driven Point Cloud Compression for Self-Driving Cars. | Ali Khalid, Jaiaid Mobin, Sumanth Rao Appala, Avinash Maurya, Stephany Berrio Perez, M. Mustafa Rafique, Fawad Ahmad |
| 2025 | SC | MLP-Offload: Multi-Level, Multi-Path Offloading for LLM Pre-training to Break the GPU Memory Wall. | Avinash Maurya, M. Mustafa Rafique, Franck Cappello, Bogdan Nicolae |
| 2024 | HPDC | DataStates-LLM: Lazy Asynchronous Checkpointing for Large Language Models. | Avinash Maurya, Robert Underwood, M. Mustafa Rafique, Franck Cappello, Bogdan Nicolae |
| 2024 | Middleware | Deep Optimizer States: Towards Scalable Training of Transformer Models using Interleaved Offloading. | Avinash Maurya, Jie Ye, M. Mustafa Rafique, Franck Cappello, Bogdan Nicolae |
| 2023 | HiPC | Towards Efficient I/O Pipelines Using Accumulated Compression. | Avinash Maurya, Bogdan Nicolae, M. Mustafa Rafique, Franck Cappello |
| 2023 | HPDC | GPU-Enabled Asynchronous Multi-level Checkpoint Caching and Prefetching. | Avinash Maurya, M. Mustafa Rafique, Thierry Tonellot, Hussain J. AlSalem, Franck Cappello, Bogdan Nicolae |
| 2023 | HPDC | COLTI: Towards Concurrent and Co-located DNN Training and Inference. | Jaiaid Mobin, Avinash Maurya, M. Mustafa Rafique |
| 2022 | HiPC | Towards Data Gravity and Compliance Aware Distributed Deep Learning on Hybrid Clouds. | Avinash Maurya, Jaiaid Mobin, M. Mustafa Rafique |
| 2022 | HiPC | Towards Efficient Cache Allocation for High-Frequency Checkpointing. | Avinash Maurya, Bogdan Nicolae, M. Mustafa Rafique, Amr M. Elsayed, Thierry Tonellot, Franck Cappello |
| 2021 | MASCOTS | Towards Efficient I/O Scheduling for Collaborative Multi-Level Checkpointing. | Avinash Maurya, Bogdan Nicolae, M. Mustafa Rafique, Thierry Tonellot, Franck Cappello |