Shubham Rai
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shubham.rai@tu-dresden.de

+49 351 463-43727

+49 (0)351 463-39995

Helmholtzstrasse 18, BAR-III76

Shubham Rai was working as a research associate in the group from Oct, 2016. He obtained his Ph.D. Degree (Dr. Ing.) from TU Dresden, Germany in 2022. He was with the group till January, 2023. He then joined at Robert Bosch Research Center at Renningen, Germany. He received his B.Engg. in Electrical and Electronics engineering and M.Sc. in Physics from Birla Institute of Technology and Science Pilani, India. From 2011 till 2016, he worked in an RnD role at Mentor Graphics (Now under Siemens group), Noida India. Then, he worked at Green IC group at NUS, Singapore  as a research assistant for 5 months before coming to Germany. His research interests are logic synthesis, hardware security, reconfigurable platforms. He is a member of the IEEE and of the ACM.

 

Thesis dissertation can be downloaded here

 

Publications

  • 2023

  • 40. Yuhao Liu, Shubham Rai, Salim Ullah, Akash Kumar, "High Flexibility Designs of Quantized Runtime Reconfigurable Multi-Precision Multipliers", In IEEE Embedded Systems Letters, pp. 1-1, 2023. [doi] [Bibtex & Downloads]
  • 39. Armin Darjani, Nima Kavand, Shubham Rai, Akash Kumar, "Discerning the Limitations of GNN-Based Attacks on Logic Locking", In Proceeding: Design Automation Conference (DAC), pp. 1-6, July 2023. [doi] [Bibtex & Downloads]
  • 38. Raghul Saravanan, Sathwika Bavikadi, Shubham Rai, Akash Kumar, Sai Manoj Pudukotai Dinakarrao, "Reconfigurable FET Approximate Computing-Based Accelerator for Deep Learning Applications", In Proceeding: IEEE International Symposium on Circuits and Systems (ISCAS), IEEE, May 2023. [Bibtex & Downloads]
  • 37. Yuhao Liu, Shubham Rai, Salim Ullah, Akash Kumar, "NetPU-M: a Generic Reconfigurable Neural Network Accelerator Architecture for MLPs", In Proceeding: 2023 IEEE International Parallel and Distributed Processing Symposium Workshops (IPDPSW), pp. 85-92, 2023. [doi] [Bibtex & Downloads]
  • 36. Nima Kavand, Armin Darjani, Shubham Rai, Akash Kumar, "Design of Energy-efficient RFET-based Exact and Approximate 4:2 Compressors and Multipliers", In IEEE Transactions on Circuits and Systems II: Express Briefs, pp. 1-1, May 2023. [doi] [Bibtex & Downloads]
  • 35. Jens Trommer, Niladri Bhattacharjee, Thomas Mikolajick, Sebastian Huhn, Marcel Merten, Mohammed Elkacem Djeridane, ‪Muhammad Hassan, Rolf Drechsler, Shubham Rai, Nima Kavand, Armin Darjani, Akash Kumar, Violetta Sessi, Maximilian Drescher, Sabine Kolodinski, Maciej Wiatr, "Design Enablement Flow for Circuits with Inherent Obfuscation based on Reconfigurable Transistors", In Proceeding: Design, Automation and Test in Europe Conference (DATE), IEEE/ACM, April 2023. [Bibtex & Downloads]
  • 34. Shubham Rai, Alessandro Tempia Calvino, Heinz Riener, Giovanni De Micheli, Akash Kumar, "Utilizing XMG-Based Synthesis to Preserve Self-Duality for RFET-Based Circuits", In IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, Institute of Electrical and Electronics Engineers (IEEE), vol. 42, no. 3, pp. 914–927, Mar 2023. [doi] [Bibtex & Downloads]
  • 33. Steffen Märcker, Michael Raitza, Shubham Rai, Giulio Galderisi, Thomas Mikolajick, Jens Trommer, Akash Kumar, "Formal Analysis of Camouflaged Reconfigurable Circuits" (to appear), Proceedings 21st International NEWCAS Conference, pp. 1–4, 2023. [Bibtex & Downloads]

  • 2022

  • 32. Yuhao Liu, Shubham Rai, Salim Ullah, Akash Kumar, "NetPU: Prototyping a Generic Reconfigurable Neural Network Accelerator Architecture", In Proceeding: 2022 International Conference on Field-Programmable Technology (ICFPT), pp. 1-1, Dec 2022. [doi] [Bibtex & Downloads]
  • 31. Nima Kavand, Armin Darjani, Shubham Rai, Akash Kumar, "Securing Hardware through Reconfigurable Nano-structures", In Proceeding: International Conference on Computer-Aided Design (ICCAD), ACM/IEEE, Nov 2022. [Bibtex & Downloads]
  • 30. Nikhil Rangarajan, Satwik Patnaik, Mohammed Nabeel, Mohammed Ashraf, Shubham Rai, Gopal Raut, Heba Abunahla, Baker Mohammad, Santosh Kumar Vishvakarma, Akash Kumar, Johann Knechtel, Ozgur Sinanoglu, "SCRAMBLE: A Secure and Configurable, Memristor-Based Neuromorphic Hardware Leveraging 3D Architecture", In Proceeding: 2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), IEEE, Jul 2022. [doi] [Bibtex & Downloads]
  • 29. Nishant Gupta, Mohil Desai, Mark Wijtvliet, Shubham Rai, Akash Kumar, "DELTA: DEsigning a steaLthy trigger mechanism for analog hardware Trojans and its detection Analysis,", In Proceeding: 2022 59th ACM/IEEE Design Automation Conference (DAC) (to appear), pp. 1-6, 7/2022. [Bibtex & Downloads]
  • 28. Armin Darjani, Nima Kavand, Shubham Rai, Mark Wijtvliet, Akash Kumar, "ENTANGLE: An Enhanced Logic-locking Technique for Thwarting SAT and Structural Attacks", In Proceeding: ACM Great Lakes Symposium on VLSI (GLSVLSI), 6/2022. [doi] [Bibtex & Downloads]
  • 27. Aditya Lohana, Ansh Rupani, Shubham Rai, Akash Kumar, "Efficient Privacy-Aware Federated Learning by Elimination of Downstream Redundancy", In IEEE Design & Test, Institute of Electrical and Electronics Engineers (IEEE), vol. 39, no. 3, pp. 73–81, Jun 2022. [doi] [Bibtex & Downloads]
  • 26. T. Mikolajick, G. Galderisi, S. Rai, M. Simon, R. Böckle, M. Sistani, C. Cakirlar, N. Bhattacharjee, T. Mauersberger, A. Heinzig, A. Kumar, W.M. Weber, J. Trommer, "Reconfigurable Field Effect Transistors: A Technology Enablers Perspective", In Solid-State Electronics, Elsevier BV, pp. 108381, May 2022. [doi] [Bibtex & Downloads]
  • 25. M. Thümmler, S. Rai, A. Kumar, "Improving Technology Mapping for And-Inverter-Cones", In Proceeding: 2022 Design, Automation Test in Europe Conference Exhibition (DATE), March 2022. [Bibtex & Downloads]
  • 24. Michael Raitza, Steffen Märcker, Shubham Rai, Akash Kumar, "Exploring Standard-Cell Designs for Reconfigurable Nanotechnologies: A Formal Approach", In Proceeding: 2022 Design, Automation Test in Europe Conference Exhibition (DATE), Mar 2022. [Bibtex & Downloads]
  • 23. Alessandro Tempia Calvino, Heinz Riener, Shubham Rai, Akash Kumar, Giovanni De Micheli, "A Versatile Mapping Approach for Technology Mapping and Graph Optimization" (to appear), In Proceeding: Asia and South Pacific Design Automation Conference (ASPDAC), 1/2022. [Bibtex & Downloads]
  • 22. Jorge Navarro Quijada, Tim Baldauf, Shubham Rai, Andre Heinzig, Akash Kumar, Walter M. Weber, Thomas Mikolajick, Jens Trommer, "A Germanium Nanowire Reconfigurable Transistor Model for Predictive Technology Evaluation", In IEEE Transactions on Nanotechnology, Institute of Electrical and Electronics Engineers (IEEE), pp. 1–8, 2022. [doi] [Bibtex & Downloads]
  • 21. Shubham Rai, Nishant Gupta, Abhiroop Bhattacharjee, Ansh Rupani, Michael Raitza, Jens Trommer, Thomas Mikolajick, Akash Kumar, "END-TRUE: Emerging Nanotechnology-Based Double-Throughput True Random Number Generator" (to appear), Chapter in VLSI-SoC: Technology Advancement on SoC Design, Springer Nature Switzerland, pp. 175–203, 2022. [doi] [Bibtex & Downloads]

  • 2021

  • 20. T. Mikolajick, G. Galderisi, M. Simon, S. Rai, A. Kumar, A. Heinzig, W.M. Weber, J. Trommer, "20 Years of reconfigurable field-effect transistors: From concepts to future applications", In Solid-State Electronics, Elsevier BV, vol. 186, pp. 108036, Dec 2021. [doi] [Bibtex & Downloads]
  • 19. Andreas Krinke, Shubham Rai, Akash Kumar, Jens Lienig, "Exploring Physical Synthesis for Circuits based on Emerging Reconfigurable Nanotechnologies", In Proceeding: 2021 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Nov 2021. [Bibtex & Downloads]
  • 18. Yasasvi V. Peruvemba, Shubham Rai, Kapil Ahuja, Akash Kumar, "RL-Guided Runtime-Constrained Heuristic Exploration for Logic Synthesis", In Proceeding: 2021 IEEE/ACM International Conference on Computer-Aided Design (ICCAD), Nov 2021. [Bibtex & Downloads]
  • 17. Abhiroop Bhattacharjee, Shubham Rai, Ansh Rupani, Michael Raitza, Akash Kumar, "Metastability with Emerging Reconfigurable Transistors: Exploiting Ambipolarity for Throughput", In Proceeding: 2021 IFIP/IEEE 29th International Conference on Very Large Scale Integration (VLSI-SoC), IEEE, Oct 2021. [doi] [Bibtex & Downloads]
  • 16. Shubham Rai, Pallab Nath, Ansh Rupani, Santosh Kumar Vishvakarma, Akash Kumar, "A Survey of FPGA Logic Cell Designs in the Light of Emerging Technologies", In IEEE Access, Institute of Electrical and Electronics Engineers (IEEE), vol. 9, pp. 91564–91574, 2021. [doi] [Bibtex & Downloads]
  • 15. Shubham Rai, Siddharth Garg, Christian Pilato, Vladimir Herdt, Elmira Moussavi, Dominik Sisejkovic, Ramesh Karri, Rolf Drechsler, Farhad Merchant, Akash Kumar, "Vertical IP Protection of the Next-Generation Devices: Quo Vadis?" (to appear), In Proceeding: 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, Feb 2021. [doi] [Bibtex & Downloads]
  • 14. Shubham Rai, Heinz Riener, Giovanni De Micheli, Akash Kumar, "Preserving Self-Duality During Logic Synthesis for Emerging Reconfigurable Nanotechnologies", In Proceeding: 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, Feb 2021. [doi] [Bibtex & Downloads]
  • 13. Shubham Rai, Mengyun Liu, Anteneh Gebregiorgis, Debjyoti Bhattacharjee, Krishnendu Chakrabarty, Said Hamdioui, Anupam Chattopadhyay, Jens Trommer, Akash Kumar, "Perspectives on Emerging Computation-in-Memory Paradigms" (to appear), In Proceeding: 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, Feb 2021. [doi] [Bibtex & Downloads]
  • 12. Shubham Rai, Walter Lau Neto, Yukio Miyasaka, Xinpei Zhang, Mingfei Yu, Qingyang Yi, Masahiro Fujita, Guilherme B. Manske, Matheus F. Pontes, Leomar S. da Rosa, Marilton S. de Aguiar, Paulo F. Butzen, Po-Chun Chien, Yu-Shan Huang, Hoa-Ren Wang, Jie-Hong R. Jiang, Jiaqi Gu, Zheng Zhao, Zixuan Jiang, David Z. Pan, Brunno A. de Abreu, Isac de Souza Campos, Augusto Berndt, Cristina Meinhardt, Jonata T. Carvalho, Mateus Grellert, Sergio Bampi, Aditya Lohana, Akash Kumar, Wei Zeng, Azadeh Davoodi, Rasit O. Topaloglu, Yuan Zhou, Jordan Dotzel, Yichi Zhang, Hanyu Wang, Zhiru Zhang, Valerio Tenace, Pierre-Emmanuel Gaillardon, Alan Mishchenko, Satrajit Chatterjee, "Logic Synthesis Meets Machine Learning: Trading Exactness for Generalization", In Proceeding: 2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, Feb 2021. [doi] [Bibtex & Downloads]
  • 11. Gopal Raut, Shubham Rai, Santosh Kumar Vishvakarma, Akash Kumar, "RECON: Resource-Efficient CORDIC-Based Neuron Architecture", In IEEE Open Journal of Circuits and Systems, Institute of Electrical and Electronics Engineers (IEEE), vol. 2, pp. 170–181, 2021. [doi] [Bibtex & Downloads]

  • 2020

  • 10. Shubham Rai, Satwik Patnaik, Ansh Rupani, Johann Knechtel, Ozgur Sinanoglu, Akash Kumar, "Security Promises and Vulnerabilities in Emerging Reconfigurable Nanotechnology-Based Circuits", In IEEE Transactions on Emerging Topics in Computing, Institute of Electrical and Electronics Engineers (IEEE), pp. 1–1, 2020. [doi] [Bibtex & Downloads]
  • 9. Gopal Raut, Shubham Rai, Santosh Kumar Vishvakarma, Akash Kumar, "A CORDIC Based Configurable Activation Function for ANN Applications", In Proceeding: 2020 IEEE Computer Society Annual Symposium on VLSI (ISVLSI), IEEE, Jul 2020. [doi] [Bibtex & Downloads]
  • 8. Shubham Rai, Michael Raitza, Siva Satyendra Sahoo, Akash Kumar, "DiSCERN: Distilling Standard-Cells for Emerging Reconfigurable Nanotechnologies", In Proceeding: 2020 Design, Automation & Test in Europe Conference & Exhibition (DATE), IEEE, Mar 2020. [doi] [Bibtex & Downloads]
  • 7. Shubham Rai, Heinz Riener, Giovanni De Micheli, Akash Kumar, "XMG-based Logic Synthesis for Emerging Reconfigurable Nanotechnologies", [Proceedings of the 29th International Workshop on Logic & Synthesis (IWLS 2020)], no. CONF, 2020. [Bibtex & Downloads]