Application Specific Intelligent Computing Laboratory (ASIC)

Publications




 

 

2020

 

[1][Link]Ali, Mustafa, Akhilesh Jaiswal, Sangamesh Kodge, Amogh Agrawal, Indranil Chakraborty, and Kaushik Roy. "IMAC: In-Memory Multi-Bit Multiplication and ACcumulation in 6T SRAM Array." IEEE Transactions on Circuits and Systems I: Regular Papers (2020).

[2][Link]Jaiswal, Akhilesh, Robert Andrawis, Amogh Agrawal, and Kaushik Roy. "Functional Read Enabling In-Memory Computations in 1Transistor-1Resistor Memory Arrays." IEEE Transactions on Circuits and Systems II: Express Briefs (2020).

[3][Link]Chakraborty, Indranil, Amogh Agrawal, Akhilesh Jaiswal, Gopalakrishnan Srinivasan, and Kaushik Roy. "In situ unsupervised learning using stochastic switching in magneto-electric magnetic tunnel junctions." Philosophical Transactions of the Royal Society A 378, no. 2164 (2020): 20190157.

[3][Link]Chakraborty, Indranil, Amogh Agrawal, Akhilesh Jaiswal, Gopalakrishnan Srinivasan, and Kaushik Roy. "In situ unsupervised learning using stochastic switching in magneto-electric magnetic tunnel junctions." Philosophical Transactions of the Royal Society A 378, no. 2164 (2020): 20190157.

[4][Link]Jones, Alexander, Andrew Rush, Cory Merkel, Eric Herrmann, Ajey P. Jacob, Clare Thiem, and Rashmi Jha. "A neuromorphic SLAM architecture using gated-memristive synapses." Neurocomputing 381 (2020): 89-104.

[5][Link]Peng, Bo, Tymon Barwicz, Asli Sahin, Thomas Houghton, Brittany Hedrick, Yusheng Bian, Michal Rakowski et al. "A CMOS Compatible Monolithic Fiber Attach Solution with Reliable Performance and Self-alignment." In Optical Fiber Communication Conference, pp. Th3I-4. Optical Society of America, 2020.

[6][Link]Rakowski, Michal, Colleen Meagher, Karen Nummy, Abdelsalam Aboketaf, Javier Ayala, Yusheng Bian, Brendan Harris et al. "45nm CMOS-Silicon Photonics Monolithic Technology (45CLO) for next-generation, low power and high speed optical interconnects." In Optical Fiber Communication Conference, pp. T3H-3. Optical Society of America, 2020.

 



 

 

2019

 

[4][Link]Roy, Kaushik, Akhilesh Jaiswal, and Priyadarshini Panda. "Towards spike-based machine intelligence with neuromorphic computing." Nature 575, no. 7784 (2019): 607-617.

[5][Link]Ali, Mustafa F., Akhilesh Jaiswal, and Kaushik Roy. "In-Memory Low-Cost Bit-Serial Addition Using Commodity DRAM Technology." IEEE Transactions on Circuits and Systems I: Regular Papers (2019).

[5][Link]Jaiswal, Akhilesh, Indranil Chakraborty, Amogh Agrawal, and Kaushik Roy. "8T SRAM Cell as a Multibit Dot-Product Engine for Beyond Von Neumann Computing." IEEE Transactions on Very Large Scale Integration (VLSI) Systems 27, no. 11 (2019): 2556-2567.

[6][Link]Jaiswal, Akhilesh, Amogh Agrawal, Indranil Chakraborty, Deboleena Roy, and Kaushik Roy. "On Robustness of Spin-Orbit-Torque Based Stochastic Sigmoid Neurons for Spiking Neural Networks." In 2019 International Joint Conference on Neural Networks (IJCNN), pp. 1-6. IEEE, 2019.

[7][Link]Jaiswal, Akhilesh, Amogh Agrawal, Indranil Chakraborty, Mustafa Fayez Ali, and Kaushik Roy. "Digital and Analog-Mixed-Signal In-Memory Processing in CMOS SRAM." In Proceedings of the 2019 on Great Lakes Symposium on VLSI, pp. 371-371. 2019.

[8][Link]Agrawal, Amogh, Akhilesh Jaiswal, Deboleena Roy, Bing Han, Gopalakrishnan Srinivasan, Aayush Ankit, and Kaushik Roy. "Xcel-RAM: Accelerating binary neural networks in high-throughput SRAM compute arrays." IEEE Transactions on Circuits and Systems I: Regular Papers 66, no. 8 (2019): 3064-3076.

[8][Link]Peng, Bo, Tymon Barwicz, Yusheng Bian, Shuren Hu, Michal Rakowski, Karen Nummy, Ken Giewont, and Ajey Jacob. "Optical Return Loss Control in Silicon Photonic Metamaterial Waveguides." In Frontiers in Optics, pp. FM3C-5. Optical Society of America, 2019.

[8][Link]Jones, Alexander, Rashmi Jha, Ajey P. Jacob, and Cory Merkel. "A Segmented Attractor Network for Neuromorphic Associative Learning." In Proceedings of the International Conference on Neuromorphic Systems, pp. 1-8. 2019.

 



 

2018

 

[8][Link]Agrawal, Amogh, Akhilesh Jaiswal, Chankyu Lee, and Kaushik Roy. "X-sram: Enabling in-memory boolean computations in cmos static random access memories." IEEE Transactions on Circuits and Systems I: Regular Papers 65, no. 12 (2018): 4219-4232.

[8][Link]Andrawis, Robert, Akhilesh Jaiswal, and Kaushik Roy. "Design and comparative analysis of spintronic memories based on current and voltage driven switching." IEEE Transactions on Electron Devices 65, no. 7 (2018): 2682-2693.

[8][Link]Sarwar, Syed Shakib, Gopalakrishnan Srinivasan, Bing Han, Parami Wijesinghe, Akhilesh Jaiswal, Priyadarshini Panda, Anand Raghunathan, and Kaushik Roy. "Energy efficient neural computing: A study of cross-layer approximations." IEEE Journal on Emerging and Selected Topics in Circuits and Systems 8, no. 4 (2018): 796-809.

[8][Link]Jaiswal, Akhilesh, Robert Andrawis, and Kaushik Roy. "Area-efficient nonvolatile flip-flop based on spin Hall effect." IEEE Magnetics Letters 9 (2018): 1-4.

[8][Link]Jaiswal, Akhilesh, Amogh Agrawal, and Kaushik Roy. "In-situ, in-memory stateful vector logic operations based on voltage controlled magnetic anisotropy." Scientific reports 8, no. 1 (2018): 1-12.

 



 

2017

 

[8][Link]Liyanagedera, Chamika M., Abhronil Sengupta, Akhilesh Jaiswal, and Kaushik Roy. "Stochastic spiking neural networks enabled by magnetic tunnel junctions: From nontelegraphic to telegraphic switching regimes." Physical Review Applied 8, no. 6 (2017): 064017.

[8][Link]Raha, Arnab, Akhilesh Jaiswal, Syed Shakib Sarwar, Hrishikesh Jayakumar, Vijay Raghunathan, and Kaushik Roy. "Designing energy-efficient intermittently powered systems using spin-Hall-effect-based nonvolatile SRAM." IEEE Transactions on Very Large Scale Integration (VLSI) Systems 26, no. 2 (2017): 294-307.

[8][Link]Shim, Yong, Akhilesh Jaiswal, and Kaushik Roy. "Stochastic Switching of SHE-MTJ as a Natural Annealer for Efficient Combinatorial Optimization." In 2017 IEEE International Conference on Computer Design (ICCD), pp. 605-608. IEEE, 2017.

[8][Link]Jaiswal, Akhilesh, Amogh Agrawal, and Kaushik Roy. "Robust and cascadable nonvolatile magnetoelectric majority logic." IEEE Transactions on Electron Devices 64, no. 12 (2017): 5209-5216.

[8][Link]Jaiswal, Akhilesh, Indranil Chakraborty, and Kaushik Roy. "A non-volatile cascadable magneto-electric material implication logic." In 2017 75th Annual Device Research Conference (DRC), pp. 1-2. IEEE, 2017.

[8][Link]Jaiswal, Akhilesh, Indranil Chakraborty, and Kaushik Roy. "Energy-efficient memory using magneto-electric switching of ferromagnets." IEEE Magnetics Letters 8 (2017): 1-5.

[8][Link]Shim, Yong, Akhilesh Jaiswal, and Kaushik Roy. "Ising computation based combinatorial optimization using spin-Hall effect (SHE) induced stochastic magnetization reversal." Journal of applied physics 121, no. 19 (2017): 193902.

[8][Link]Jaiswal, Akhilesh, Amogh Agrawal, Priyadarshini Panda, and Kaushik Roy. "Voltage-Driven Domain-Wall Motion based Neuro-Synaptic Devices for Dynamic On-line Learning." arXiv preprint arXiv:1705.06942 (2017).

[8][Link]Liyanagedera, Chamika M., Parami Wijesinghe, Akhilesh Jaiswal, and Kaushik Roy. "Image segmentation with stochastic magnetic tunnel junctions and spiking neurons." In 2017 International Joint Conference on Neural Networks (IJCNN), pp. 2460-2468. IEEE, 2017.

[8][Link]Jaiswal, Akhilesh, Sourjya Roy, Gopalakrishnan Srinivasan, and Kaushik Roy. "Proposal for a leaky-integrate-fire spiking neuron based on magnetoelectric switching of ferromagnets." IEEE Transactions on Electron Devices 64, no. 4 (2017): 1818-1824.

[8][Link]Jaiswal, Akhilesh, and Kaushik Roy. "MESL: Proposal for a non-volatile cascadable magneto-electric spin logic." Scientific reports 7 (2017): 39793.

 



 

2016

 

[8][Link]Sharmin, Saima, Akhilesh Jaiswal, and Kaushik Roy. "Modeling and design space exploration for bit-cells based on voltage-assisted switching of magnetic tunnel junctions." IEEE Transactions on Electron Devices 63, no. 9 (2016): 3493-3500.

[8][Link]Sengupta, Abhronil, Akhilesh Jaiswal, and Kaushik Roy. "True random number generation using voltage controlled spin-dice." In 2016 74th Annual Device Research Conference (DRC), pp. 1-2. IEEE, 2016.

[8][Link]Jaiswal, Akhilesh, and Kaushik Roy. "Spin transfer torque memories for on-chip caches: Prospects and perspectives." In 2016 17th Latin-American Test Symposium (LATS), pp. 7-7. IEEE, 2016.

[8][Link]Jaiswal, Akhilesh, Xuanyao Fong, and Kaushik Roy. "Comprehensive scaling analysis of current induced switching in magnetic memories based on in-plane and perpendicular anisotropies." IEEE Journal on Emerging and Selected Topics in Circuits and Systems 6, no. 2 (2016): 120-133.

[8][Link]Srinivasan, Gopalakrishnan, Parami Wijesinghe, Syed Shakib Sarwar, Akhilesh Jaiswal, and Kaushik Roy. "Significance driven hybrid 8T-6T SRAM for energy-efficient synaptic storage in artificial neural networks." In 2016 Design, Automation & Test in Europe Conference & Exhibition (DATE), pp. 151-156. IEEE, 2016.

 

Groups: