Publications

2023

Datta, Gourav; Liu, Zeyu; Yin, Zihan; Sun, Linyu; Jaiswal, Akhilesh R; Beerel, Peter A; “Enabling ISPless Low-Power Computer Vision”Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision2023.

Datta, Gourav; Liu, Zeyu; Abdullah-Al Kaiser, Md; Kundu, Souvik; Mathai, Joe; Yin, Zihan; Jacob, Ajey P; Jaiswal, Akhilesh R; Beerel, Peter A; “In-Sensor & Neuromorphic Computing Are all You Need for Energy Efficient Computer Vision”ICASSP 2023-2023 IEEE.

International Conference on Acoustics, Speech and Signal Processing (ICASSP)2023,IEEE
Kaiser, Md Abdullah-Al; Datta, Gourav; Wang, Zixu; Jacob, Ajey P; Beerel, Peter A; Jaiswal, Akhilesh R; “Neuromorphic-P2M: processing-in-pixel-in-memory paradigm for neuromorphic image sensors”Frontiers in Neuroinformatics2023,Frontiers.

Snyder, Shay; Thompson, Hunter; Kaiser, Md Abdullah-Al; Schwartz, Gregory; Jaiswal, Akhilesh; Parsa, Maryam; “Object Motion Sensitivity: A Bio-inspired Solution to the Ego-motion Problem for Event-based Cameras”arXiv preprint arXiv:2303.141142023.

Kaiser, Md Abdullah-Al; Tieu, Edwin; Jacob, Ajey P; Jaiswal, Akhilesh R; “A Context-Switching/Dual-Context ROM Augmented RAM using Standard 8T SRAM”arXiv preprint arXiv:2304.029082023.

Kaiser, Md Abdullah-Al; Datta, Gourav; Sarkar, Sreetama; Kundu, Souvik; Yin, Zihan; Garg, Manas; Jacob, Ajey P; Beerel, Peter A; Jaiswal, Akhilesh R; “Technology-Circuit-Algorithm Tri-Design for Processing-in-Pixel-in-Memory (P2M)”arXiv preprint arXiv:2304.029682023.

Cousins, David Bruce; Polyakov, Yuriy; Badawi, Ahmad Al; French, Matthew; Schmidt, Andrew; Jacob, Ajey; Reynwar, Benedict; Canida, Kellie; Jaiswal, Akhilesh; Mathew, Clynn; “TREBUCHET: Fully Homomorphic Encryption Accelerator for Deep Computation”arXiv preprint arXiv:2304.052372023.

Alam, Shamiul; Islam, Md Mazharul; Hossain, Md Shafayat; Jaiswal, Akhilesh; Aziz, Ahmedullah; “Cryogenic In-Memory Bit-Serial Addition using Quantum Anomalous Hall Effect-based Majority Logic”IEEE Access2023,IEEE.

Sunder, Sugeet; Jaiswal, Akhilesh; Jacob, Ajey; “Backside Optical Coupler: A Novel I/O for Mechanically Stable High Efficiency Fiber Coupling”2023 IEEE 73rd Electronic Components and Technology Conference (ECTC)2023,IEEE.

Alam, Shamiul; Islam, Md Mazharul; Hossain, Md Shafayat; Jaiswal, Akhilesh; Aziz, Ahmedullah; “CryoCiM: Cryogenic compute-in-memory based on the quantum anomalous Hall effect”Applied Physics Letters2022,AIP Publishing.

 

2022

Datta, Gourav; Kundu, Souvik; Yin, Zihan; Lakkireddy, Ravi Teja; Mathai, Joe; Jacob, Ajey P; Beerel, Peter A; Jaiswal, Akhilesh R; “A processing-in-pixel-in-memory paradigm for resource-constrained tinyml applications”Scientific Reports2022,Nature Publishing Group UK London.

Datta, Gourav; Kundu, Souvik; Jaiswal, Akhilesh R; Beerel, Peter A; “ACE-SNN: Algorithm-hardware co-design of energy-efficient & low-latency deep spiking neural networks for 3d image recognition”Frontiers in neuroscience2022,Frontiers.

Datta, Gourav; Yin, Zihan; Jacob, Ajey; Jaiswal, Akhilesh R; Beerel, Peter A; “Toward efficient hyperspectral image processing inside camera pixels”arXiv preprint arXiv:2203.056962022.

Gaul, Nishtha S; Jaiswal, Akhilesh; Yoon, Hongsik; Lee, Taeyoung; Yamane, Kazutaka; Versaggi, Joe; Carter, Rick; Paul, Bipul C; “A physics based MTJ compact model for state-of-the-art and emerging STT-MRAM failure analysis and yield enhancement”2022 IEEE International Memory Workshop (IMW)2022,IEEE.

Datta, Gourav; Kundu, Souvik; Yin, Zihan; Mathai, Joe; Liu, Zeyu; Wang, Zixu; Tian, Mulin; Lu, Shunlin; Lakkireddy, Ravi Teja; Schmidt, Andrew; “P 2 M-DeTrack: Processing-in-Pixel-in-Memory for Energy-efficient and Real-Time Multi-Object Detection and Tracking”2022 IFIP/IEEE 30th International Conference on Very Large Scale Integration (VLSI-SoC)2022,IEEE.

Kudalippalliyalil, Ramesh; Chandran, Sujith; Jaiswal, Akhilesh; Wang, Kang L; Jacob, Ajey P; “Heterogeneously integrated quantum chip interposer packaging”2022 IEEE 72nd Electronic Components and Technology Conference (ECTC)2022,IEEE.

Kudalippalliyalil, Ramesh; Chandran, Sujith; Jaiswal, Akhilesh; Jacob, Ajey P; “Coupled Microdisk Resonators for Efficient Electro-Optic Quantum Frequency Conversion”2022 Conference on Lasers and Electro-Optics (CLEO)2022,IEEE.

Yin, Zihan; Kaiser, Md Abdullah-Al; Camara, Lamine Ousmane; Camarena, Mark; Parsa, Maryam; Jacob, Ajey; Schwartz, Gregory; Jaiswal, Akhilesh; “IRIS: Integrated Retinal Functionality in Image Sensors”bioRxiv2022,Cold Spring Harbor Laboratory.

Wijeratne, Sasindu; Jaiswal, Akhilesh; Jacob, Ajey P; Zhang, Bingyi; Prasanna, Viktor; “Performance modeling sparse mttkrp using optical static random access memory on fpga”2022 IEEE High Performance Extreme Computing Conference (HPEC)2022,IEEE.

Alam, Shamiul; Islam, Md Mazharul; Jaiswal, Akhilesh; Cady, Nathaniel; Rose, Garrett; Aziz, Ahmedullah; “Variation-aware design space exploration of Mott memristor-based neuristors”2022 IEEE Computer Society Annual Symposium on VLSI (ISVLSI)2022,IEEE.

Zhang, Bingyi; Jaiswal, Akhilesh; Mathew, Clynn; Lakkireddy, Ravi Teja; Jacob, Ajey P; Wijeratne, Sasindu; Prasanna, Viktor; “Modeling the Energy Efficiency of GEMM using Optical Random Access Memory”2022 IEEE High Performance Extreme Computing Conference (HPEC)2022,IEEE.

Datta, Gourav; Yin, Zihan; Jacob, Ajey P; Jaiswal, Akhilesh R; Beerel, Peter A; “Towards Energy-Efficient Hyperspectral Image Processing Inside Camera Pixels”European Conference on Computer Vision2022,Springer Nature Switzerland Cham.

2021

Agrawal, Amogh; Ali, Mustafa; Koo, Minsuk; Rathi, Nitin; Jaiswal, Akhilesh; Roy, Kaushik; “IMPULSE: A 65-nm digital compute-in-memory macro with fused weights and membrane potential for spike-based sequential learning tasks”IEEE Solid-State Circuits Letters2021,IEEE.

Datta, Gourav; Kundu, Souvik; Jaiswal, Akhilesh R; Beerel, Peter A; “HYPER-SNN: Towards energy-efficient quantized deep spiking neural networks for hyperspectral image classification”arXiv preprint arXiv:2107.119792021.

Velarde, Humberto Inzunza; Nagaria, Jheel; Yin, Zihan; Jacob, Ajey; Jaiswal, Akhilesh; “Intrinsic spike-timing-dependent plasticity in stochastic magnetic tunnel junctions mediated by heat dynamics”IEEE Magnetics Letters2021,IEEE.

Sheshadri, Haripriya; Vijayakumar, Shwetha; Jacob, Ajey; Jaiswal, Akhilesh; “Augmented Memory Computing: Dynamically Augmented SRAM Storage for Data Intensive Applications”arXiv preprint arXiv:2109.030222021.

Kudalippalliyalil, Ramesh; Chandran, Sujith; Jacob, Ajey P; Jaiswal, Akhilesh; “Towards scalable, energy-efficient and ultra-fast optical sram”arXiv preprint arXiv:2111.136822021.

2020

Chakraborty, Indranil; Agrawal, Amogh; Jaiswal, Akhilesh; Srinivasan, Gopalakrishnan; Roy, Kaushik; “In situ unsupervised learning using stochastic switching in magneto-electric magnetic tunnel junctions”Philosophical Transactions of the Royal Society A2020,The Royal Society Publishing.

Jaiswal, Akhilesh; Andrawis, Robert; Agrawal, Amogh; Roy, Kaushik; “Functional Read Enabling In-Memory Computations in 1Transistor—1Resistor Memory Arrays”IEEE Transactions on Circuits and Systems II: Express Briefs2020,IEEE.

Ali, Mustafa; Jaiswal, Akhilesh; Kodge, Sangamesh; Agrawal, Amogh; Chakraborty, Indranil; Roy, Kaushik; “IMAC: In-memory multi-bit multiplication and accumulation in 6T SRAM array”IEEE Transactions on Circuits and Systems I: Regular Papers2020,IEEE.

Chakraborty, Indranil; Jaiswal, A; Saha, AK; Gupta, SK; Roy, K; “Pathways to efficient neuromorphic computing with non-volatile memory technologies”Applied Physics Reviews2020,AIP Publishing.

Jaiswal, Akhilesh; Agrawal, Amogh; Ali, Mustafa F; Sharmin, Saima; Roy, Kaushik; “I-SRAM: Interleaved wordlines for vector Boolean operations using SRAMs”IEEE Transactions on Circuits and Systems I: Regular Papers2020,IEEE.

Jaiswal, Akhilesh; Agrawal, Amogh; Panda, Priyadarshini; Roy, Kaushik; “Neural computing with magnetoelectric domain-wall-based neurosynaptic devices”IEEE Transactions on Magnetics2020,IEEE.

 

2019

Jaiswal, Akhilesh; Chakraborty, Indranil; Agrawal, Amogh; Roy, Kaushik; “8T SRAM cell as a multibit dot-product engine for beyond von Neumann computing”IEEE Transactions on Very Large Scale Integration (VLSI) Systems2019,IEEE.

Agrawal, Amogh; Jaiswal, Akhilesh; Roy, Deboleena; Han, Bing; Srinivasan, Gopalakrishnan; Ankit, Aayush; Roy, Kaushik; “Xcel-RAM: Accelerating binary neural networks in high-throughput SRAM compute arrays”IEEE Transactions on Circuits and Systems I: Regular Papers2019,IEEE.

Jaiswal, Akhilesh; Agrawal, Amogh; Chakraborty, Indranil; Ali, Mustafa Fayez; Roy, Kaushik; “Digital and analog-mixed-signal in-memory processing in cmos sram”Proceedings of the 2019 on Great Lakes Symposium on VLSI2019.

Jaiswal, Akhilesh; “Exploiting Voltage Driven Switching of Ferromagnets for Novel Spin based devices and circuits”2019,Purdue University.

Jaiswal, Akhilesh; Agrawal, Amogh; Chakraborty, Indranil; Roy, Deboleena; Roy, Kaushik; “On robustness of spin-orbit-torque based stochastic sigmoid neurons for spiking neural networks”2019 International Joint Conference on Neural Networks (IJCNN)2019,IEEE.

Ali, Mustafa F; Jaiswal, Akhilesh; Roy, Kaushik; “In-memory low-cost bit-serial addition using commodity DRAM technology”IEEE Transactions on Circuits and Systems I: Regular Papers2019,IEEE.

Roy, Kaushik; Jaiswal, Akhilesh; Panda, Priyadarshini; “Towards spike-based machine intelligence with neuromorphic computing”Nature2019,Nature Publishing Group UK London.

2018

Agrawal, Amogh; Jaiswal, Akhilesh; Lee, Chankyu; Roy, Kaushik; “X-SRAM: Enabling in-memory Boolean computations in CMOS static random access memories”IEEE Transactions on Circuits and Systems I: Regular Papers2018,IEEE.

Al Azim, Zubair; Jaiswal, Akhilesh; Chakraborty, Indranil; Roy, Kaushik; “Capacitively Driven Global Interconnect With Energy-Efficient Receiver Based on Magneto-Electric Switching”IEEE Magnetics Letters2018,IEEE.

Jaiswal, Akhilesh; Agrawal, Amogh; Roy, Kaushik; “In-situ, in-memory stateful vector logic operations based on voltage controlled magnetic anisotropy”Scientific reports2018,Nature Publishing Group UK London.

Jaiswal, Akhilesh; Andrawis, Robert; Roy, Kaushik; “Area-efficient nonvolatile flip-flop based on spin hall effect”IEEE Magnetics Letters2018,IEEE.

Andrawis, Robert; Jaiswal, Akhilesh; Roy, Kaushik; “Design and comparative analysis of spintronic memories based on current and voltage driven switching”IEEE Transactions on Electron Devices2018,IEEE.

Sarwar, Syed Shakib; Srinivasan, Gopalakrishnan; Han, Bing; Wijesinghe, Parami; Jaiswal, Akhilesh; Panda, Priyadarshini; Raghunathan, Anand; Roy, Kaushik; “Energy efficient neural computing: A study of cross-layer approximations”IEEE Journal on Emerging and Selected Topics in Circuits and Systems2018,IEEE.

Jaiswal, Akhilesh; Roy, Kaushik; “MESL: Proposal for a Non-volatile Cascadable M agneto-E lectric S pin Logic”Scientific reports2017,Nature Publishing Group UK London.

 

2017

Jaiswal, Akhilesh; Chakraborty, Indranil; Roy, Kaushik; “Energy-efficient memory using magneto-electric switching of ferromagnets”IEEE Magnetics Letters2017,IEEE.

Jaiswal, Akhilesh; Roy, Sourjya; Srinivasan, Gopalakrishnan; Roy, Kaushik; “Proposal for a leaky-integrate-fire spiking neuron based on magnetoelectric switching of ferromagnets”IEEE Transactions on Electron Devices2017,IEEE.

Shim, Yong; Jaiswal, Akhilesh; Roy, Kaushik; “Ising computation based combinatorial optimization using spin-Hall effect (SHE) induced stochastic magnetization reversal”Journal of applied physics2017,AIP Publishing LLC.

Liyanagedera, Chamika M; Wijesinghe, Parami; Jaiswal, Akhilesh; Roy, Kaushik; “Image segmentation with stochastic magnetic tunnel junctions and spiking neurons”2017 International Joint Conference on Neural Networks (IJCNN)2017,IEEE.

Jaiswal, Akhilesh; Chakraborty, Indranil; Roy, Kaushik; “A non-volatile cascadable magneto-electric material implication logic”2017 75th Annual Device Research Conference (DRC)2017,IEEE.

Jaiswal, Akhilesh; Agrawal, Amogh; Roy, Kaushik; “Robust and cascadable nonvolatile magnetoelectric majority logic”IEEE Transactions on Electron Devices2017,IEEE.

Shim, Yong; Jaiswal, Akhilesh; Roy, Kaushik; “Stochastic switching of she-mtj as a natural annealer for efficient combinatorial optimization”2017 IEEE International Conference on Computer Design (ICCD)2017,IEEE.

Liyanagedera, Chamika M; Sengupta, Abhronil; Jaiswal, Akhilesh; Roy, Kaushik; “Stochastic spiking neural networks enabled by magnetic tunnel junctions: From nontelegraphic to telegraphic switching regimes”Physical Review Applied2017,American Physical Society.

Raha, Arnab; Jaiswal, Akhilesh; Sarwar, Syed Shakib; Jayakumar, Hrishikesh; Raghunathan, Vijay; Roy, Kaushik; “Designing energy-efficient intermittently powered systems using spin-Hall-effect-based nonvolatile SRAM”IEEE Transactions on Very Large Scale Integration (VLSI) Systems2017,IEEE.

Jaiswal, Akhilesh; Agrawal, Amogh; Panda, Priyadarshini; Roy, Kaushik; “Voltage-driven domain-wall motion based neuro-synaptic devices for dynamic on-line learning”arXiv preprint arXiv:1705.069422017.

Liyanagedera, Chamika M; Sengupta, Abhronil; Jaiswal, Akhilesh; Roy, Kaushik; “Stochastic spiking neural networks enabled by magnetic tunnel junctions: From nontelegraphic to telegraphic switching regimes”Physical Review Applied2017,APS.

 

2016 

Jaiswal, Akhilesh; Fong, Xuanyao; Roy, Kaushik; “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 Systems2016,IEEE.

Srinivasan, Gopalakrishnan; Wijesinghe, Parami; Sarwar, Syed Shakib; Jaiswal, Akhilesh; Roy, Kaushik; “Significance driven hybrid 8T-6T SRAM for energy-efficient synaptic storage in artificial neural networks”2016 Design, Automation & Test in Europe Conference & Exhibition (DATE)2016,IEEE.

Jaiswal, Akhilesh; Roy, Kaushik; “Spin transfer torque memories for on-chip caches: Prospects and perspectives”2016 17th Latin-American Test Symposium (LATS)2016,IEEE.

Sharmin, Saima; Jaiswal, Akhilesh; Roy, Kaushik; “Modeling and design space exploration for bit-cells based on voltage-assisted switching of magnetic tunnel junctions”IEEE Transactions on Electron Devices2016,IEEE.

Sengupta, Abhronil; Jaiswal, Akhilesh; Roy, Kaushik; “True random number generation using voltage controlled spin-dice”2016 74th Annual Device Research Conference (DRC)2016,IEEE.

Panda, Priyadarshini; Roy, Deboleena; Srinivasan, Gopalakrishnan; Jaiswal, Akhilesh; Tomsett, Richard; Desai, Nirmit; Ganti, Raghu; Roy, Kaushik; “Neural Networks at the Edge”.