Hi! I am Shivam, a final year Ph.D. student in the School of Computing (SoC), Department of Computer Science at the National University of Singapore (NUS). I am currently working in the Embedded Computing Lab, under the guidance of Prof. Tulika Mitra.

I graduated with a Bachelor’s degree in Electronics & Communication Engineering from IIIT Delhi in July 2020.

My academic interests revolve around efficient ML inference, training, and the development of hardware accelerators for machine learning workloads.

You can find me on GitHub. Feel free to checkout my resume. For any inquiries or collaboration opportunities, you can contact me here.

Publications

• Post-Training Quantization with Low-precision Minifloats and Integers on FPGAs,
  Shivam Aggarwal, Alessandro Pappalardo, Hans Jakob Damsgaard, Giuseppe Franco, Thomas B. Preusser, Michaela Blott, Tulika Mitra [paper]

• Condensed Data-Guided Privacy-Preserving Knowledge Distillation,
  Kuluhan Binici, Shivam Aggarwal, Acar Cihan, Trung Nam, Leman Karianto, Gim Hee Lee, Tulika Mitra

• CRISP: Hybrid Structured Sparsity for Class-aware Model Pruning,
  Shivam Aggarwal, Kuluhan Binici, Tulika Mitra,
  Design, Automation and Test in Europe Conference (DATE) 2024. [paper] [code]

• Chameleon: Dual Memory Replay for Online Continual Learning on Edge Devices,
  Shivam Aggarwal, Kuluhan Binici, Tulika Mitra,
  IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD) 2024,
  Design, Automation and Test in Europe Conference (DATE) 2023. [journal] [code]

• Robust and Resource-Efficient Data-Free Knowledge Distillation by Generative Pseudo Replay, Kuluhan Binici, Shivam Aggarwal, Tulika Mitra,
  AAAI Conference on Artificial Intelligence, 2022. [paper] [code]

• Symmetric k-means for Deep Neural Network Compression and Hardware Acceleration on FPGAs, Akshay Jain, Pulkit Goel, Shivam Aggarwal, Alexander Fell, Saket Anand,
  IEEE Journal of Selected Topics in Signal Processing (J-STSP), March 2020. [paper]

• Synthetic Video Generation for Robust Hand Gesture Recognition in Augmented Reality Applications, Varun Jain, Shivam Aggarwal, Suril Mehta, Ramya Hebbalaguppe 5th HANDS Workshop, International Conference on Computer Vision (ICCV), 2019 [paper]