Abhimanyu Bambhaniya

Employment

• Georgia Institute of Technology

Education

• Georgia Institute of Technology Ph.D.
  2021 - Present
• Indian Institute of Technology Roorkee Bachelors of Technology with honors
  2015 - 2019

Projects & Funding

Projects & funding information is unavailable.

Publications (13)

• Demystifying the Cost Versus Benefits of Sparse Large Language Model Acceleration
  IEEE Micro 2026 DOI: 10.1109/MM.2026.3667115
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• Understanding and Optimizing Multi-Stage AI Inference Pipelines
  2025
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• Abstracting Sparse DNN Acceleration via Structured Sparse Tensor Decomposition
  arXiv 2024 DOI: 10.48550/arXiv.2403.07953
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• Demystifying Platform Requirements for Diverse LLM Inference Use Cases
  arXiv 2024 DOI: 10.48550/arXiv.2406.01698
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• Leveraging Memory Expansion to Accelerate Large-Scale DL Training
  Proceedings - 2024 IEEE International Symposium on Performance Analysis of Systems and Software, ISPASS 2024 2024 DOI: 10.1109/ISPASS61541.2024.00035
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• Progressive Gradient Flow for Robust N:M Sparsity Training in Transformers
  arXiv 2024 DOI: 10.48550/arXiv.2402.04744
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• Proteus : HLS-based NoC Generator and Simulator
  2023 Design, Automation & Test in Europe Conference & Exhibition (DATE) 2023 DOI: 10.23919/date56975.2023.10137173
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• VEGETA: Vertically-Integrated Extensions for Sparse/Dense GEMM Tile Acceleration on CPUs
  2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA) 2023 DOI: 10.1109/hpca56546.2023.10071058
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• Hardware-Software Co-Design for Real-Time Latency-Accuracy Navigation in Tiny Machine Learning Applications
  IEEE Micro 2023 DOI: 10.1109/MM.2023.3317243
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• SUBGRAPH STATIONARY HARDWARE-SOFTWARE INFERENCE CO-DESIGN
  arXiv 2023
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