Aditya Tomar

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Citation

@inproceedings{tiwari2025quantspec,
  title     = {QuantSpec: Self-Speculative Decoding with Hierarchical Quantized KV Cache},
  author    = {Tiwari, Rishabh and Xi, Haocheng and Tomar, Aditya and Hooper, Coleman
               and Kim, Sehoon and Horton, Maxwell and Najibi, Mahyar and Mahoney,
               Michael W and Keutzer, Kurt and Gholami, Amir},
  booktitle = {International Conference on Machine Learning},
  year      = {2025}
}

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Citation

@inproceedings{singh:sc2024,
    author    = {Singh, Siddharth and Singhania, Prajwal and Ranjan, Aditya and
                 Kirchenbauer, John and Geiping, Jonas and Wen, Yuxin and Jain, Neel and
                 Hans, Abhimanyu and Shu, Manli and Tomar, Aditya and Goldstein, Tom and
                 Bhatele, Abhinav},
    title     = {Democratizing {AI}: Open-source Scalable {LLM} Training on {GPU}-based Supercomputers},
    booktitle = {Proceedings of the ACM/IEEE International Conference for High Performance Computing, Networking, Storage and Analysis},
    series    = {SC '24},
    year      = {2024},
    month     = nov,
  }

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Citation

@misc{cankur2024automatedprogrammaticperformanceanalysis,
    title         = {Automated Programmatic Performance Analysis of Parallel Programs},
    author        = {Onur Cankur and Aditya Tomar and Daniel Nichols and Connor Scully-Allison and Katherine E. Isaacs and Abhinav Bhatele},
    year          = {2024},
    eprint        = {2401.13150},
    archivePrefix = {arXiv},
    primaryClass  = {cs.DC},
    url           = {https://arxiv.org/abs/2401.13150}
  }

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Citation

@misc{kim2025nexttokenpredictionperformancecharacterization,
      title={Beyond Next-Token Prediction: A Performance Characterization of Diffusion versus Autoregressive Language Models}, 
      author={Minseo Kim and Coleman Hooper and Aditya Tomar and Chenfeng Xu and Mehrdad Farajtabar and Michael W. Mahoney and Kurt Keutzer and Amir Gholami},
      year={2025},
      eprint={2510.04146},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2510.04146}, 
}

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Citation

@article{tomar2024eve,
    title  = {Eve: Less Memory, Same Might},
    author = {Tomar, Aditya and Singh, Siddharth and Goldstein, Tom and Bhatele, Abhinav},
    year   = {2024}
  }

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Citation

@misc{tomar2025xquantbreakingmemorywall,
      title         = {XQuant: Breaking the Memory Wall for LLM Inference with KV Cache Rematerialization}, 
      author        = {Aditya Tomar and Coleman Hooper and Minjae Lee and Haocheng Xi and Rishabh Tiwari and Wonjun Kang and Luca Manolache and Michael W. Mahoney and Kurt Keutzer and Amir Gholami},
      year          = {2025},
      eprint        = {2508.10395},
      archivePrefix = {arXiv},
      primaryClass  = {cs.LG},
      url           = {https://arxiv.org/abs/2508.10395}, 
}

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Citation

@misc{tiwari2026rewardattackanalyzingrobustness,
      title={Reward Under Attack: Analyzing the Robustness and Hackability of Process Reward Models},
      author={Rishabh Tiwari and Aditya Tomar and Udbhav Bamba and Monishwaran Maheswaran and Heng Yang and Michael W. Mahoney and Kurt Keutzer and Amir Gholami},
      year={2026},
      eprint={2603.06621},
      archivePrefix={arXiv},
      primaryClass={cs.LG},
      url={https://arxiv.org/abs/2603.06621},
}

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Citation

@misc{hu2026residualcontextdiffusionlanguage,
      title={Residual Context Diffusion Language Models},
      author={Yuezhou Hu and Harman Singh and Monishwaran Maheswaran and Haocheng Xi and Coleman Hooper and Jintao Zhang and Aditya Tomar and Michael W. Mahoney and Sewon Min and Mehrdad Farajtabar and Kurt Keutzer and Amir Gholami and Chenfeng Xu},
      year={2026},
      eprint={2601.22954},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2601.22954},
}