Zhezhi (Elliot) He, 何哲陟

Publications

1. Determinism in the Undetermined: Deterministic Output in Charge-Conserving Continuous-Time Neuromorphic Systems with Temporal Stochasticity arXiv:2603.15987 (2026)
2. ELSA: An ELastic SNN Inference Architecture for Efficient Neuromorphic Computing CCF-A In Proceedings of the 53rd Annual International Symposium on Computer Architecture (ISCA-26) (2026)
3. NasZip: Software and Hardware Co-design to Accelerate Approximate Nearest Neighbor Search with DIMM-based Near-Data Processing CCF-A In Proceedings of the 53rd Annual International Symposium on Computer Architecture (ISCA-26) (2026)
4. Seele: A unified acceleration framework for real-time gaussian splatting CCF-A In IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR-26) (2026)
5. Splatonic: Architecture Support for 3D Gaussian Splatting SLAM via Sparse Processing CCF-A In IEEE International Symposium on High-Performance Computer Architecture (HPCA-26) (2026)
6. APU: Accelerate Point Cloud Neural Networks via Unified Processing-in-SRAM Architecture CCF-A IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD25) (2025)
7. BiNeuroRAM: Energy-Efficient ReRAM-Based PIM for Accurate Bipolar Spiking Neural Network Acceleration CCF-A In Proceedings of the 62th ACM/IEEE Design Automation Conference (DAC'25) (2025)
8. Finetuned Decision Transformer with Tree Search for Logic Synthesis Optimization In International Symposium of EDA (ISEDA'25) (2025)
9. HaVen: Hallucination-Mitigated LLM for Verilog Code Generation Aligned with HDL Engineers CCF-B In Proceedings of Design, Automation and Test in Europe Conference (DATE'25) (2025)
10. High-Quality Iterative Logic Compiler for In-Memory SIMD Computation with Tight Coupling of Synthesis and Scheduling In 34th International Workshop on Logic & Synthesis (IWLS'25) (2025) Best Student Paper Award Nomination
11. MASIM: An Energy-Efficient Multi-Array Scheduler for SIMD Logic-in-Memory Architectures CCF-B In The 2025 IEEE/ACM International Conference on Computer-Aided Design (ICCAD'25) (2025)
12. PICK: An SRAM-based Processing-in-Memory Accelerator for K-Nearest-Neighbor Search in Point Clouds CCF-A In Proceedings of the 62th ACM/IEEE Design Automation Conference (DAC'25) (2025) Best Paper Nomination
13. PolymorPIC: Embedding Polymorphic Processing-in-Cache in RISC-V based Processor for Full-stack Efficient AI Inference CCF-A In 58th IEEE/ACM International Symposium on Microarchitecture (MICRO-58) (2025)
14. StreamGrid: Streaming Point Cloud Analytics via Compulsory Splitting and Deterministic Termination CCF-A In Proceedings of the 30th ACM International Conference on Architectural Support for Programming Languages and Operating Systems (ASPLOS'25) (2025)
15. VISTREAM: Improving Computation Efficiency of Visual Perception Streaming via Law-of-Charge-Conservation Inspired Spiking Neural Network CCF-A In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR'25) (2025)
16. VeriRL: Boosting the LLM-based Verilog Code Generation via Reinforcement Learning CCF-B In The 2025 IEEE/ACM International Conference on Computer-Aided Design (ICCAD'25) (2025)
17. A Recursive Partition-Based In-Memory SIMD Computation Scheduler for Memory Footprint Minimization CCF-A IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD'24) (2024)
18. An Efficient Logic Operation Scheduler For Minimizing Memory Footprint Of In-memory SIMD Computation CCF-B In Proceedings of Design, Automation and Test in Europe Conference (DATE) (2024)
19. BKDSNN: Enhancing the Performance of Learning-based Spiking Neural Networks Training with Blurred Knowledge Distillation CCF-B In Proceedings of The 18th European Conference on Computer Vision (ECCV) 2024 (2024)
20. CLLMs: Consistency Large Language Models CCF-A In Proceedings of Forty-First International conference on Machine Learning (ICML) (2024)
21. ERL-LS: Accelerating the Optimization of Logic Synthesis with Evolutionary Reinforcement Learning In Proceedings of International Symposium of Electronic Design Automation (ISEDA) (2024)
22. Obtaining Optimal Spiking Neural Network in Sequence Learning via CRNN-SNN Conversion CCF-C In Proceedings of 33rd International Conference on Artificial Neural Networks (ICANN) (2024)
23. PIMLC: Logic Compiler for Bit-serial Based PIM CCF-B In Proceedings of Design, Automation and Test in Europe Conference (DATE) (2024)
24. SpikeZIP-TF: Conversion is All You Need for Transformer-based SNN CCF-A In Proceedings of Forty-First International conference on Machine Learning (ICML) (2024)
25. GIM: Versatile GNN Acceleration with Reconfigurable Processing-in-Memory CCF-B In Proceedings of 41st IEEE International Conference on Computer Design (ICCD) (2023) Best Paper Nomination
26. GPT-LS: Generative Pre-Trained Transformer with Off-line Reinforcement Learning for Logic Synthesis CCF-B In Proceedings of 41st IEEE International Conference on Computer Design (ICCD) (2023)
27. HyAcc: A Hybrid CAM-MAC RRAM-based Accelerator for Recommendation Model CCF-B In Proceedings of 41st IEEE International Conference on Computer Design (ICCD) (2023)
28. Model Extraction Attacks on Split Federated Learning arXiv preprint arXiv:2303.08581 (2023)
29. Monolithic 3D integration of 2D transistors and vertical RRAMs in 1T-4R structure for high-density memory Nature Communications (2023)
30. PIMPR: PIM-based Personalized Recommendation with Heterogeneous Memory Hierarchy CCF-B In 2023 Design, Automation \& Test in Europe Conference \& Exhibition (DATE'2023) (2023)
31. VSPIM: SRAM Processing-in-Memory DNN Acceleration via Vector-Scalar Operations CCF-A IEEE Transactions on Computers (TC) (2023)
32. XMG-GPPIC: Efficient and Robust General-Purpose Processing-in-Cache with XOR-Majority-Graph CCF-C In Proceedings of the 2023 on Great Lakes Symposium on VLSI (GLSVLSI'2023) (2023)
33. Cross-layer Designs against Non-ideal Effects in ReRAM-based Processing-in-Memory System In 2022 23rd International Symposium on Quality Electronic Design (ISQED'22) (2022)
34. DTATrans: Leveraging Dynamic Token-based Quantization with Accuracy Compensation Mechanism for Efficient Transformer Architecture CCF-A IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD'22) (2022)
35. DTQAtten: Leveraging Dynamic Token-based Quantization for Efficient Attention Architecture CCF-B In (DATE-22) 2022 Design, Automation \& Test in Europe Conference \& Exhibition (DATE'22) (2022)
36. EBSP: evolving bit sparsity patterns for hardware-friendly inference of quantized deep neural networks CCF-A In Proceedings of the 59th ACM/IEEE Design Automation Conference (DAC'22) (2022)
37. HAWIS: Hardware-Aware Automated WIdth Search for Accurate, Energy-Efficient and Robust Binary Neural Network on ReRAM Dot-Product Engine CCF-C In Proceedings of 27th Asia and South Pacific Design Automation Conference (ASP-DAC'22) (2022)
38. N\textsuperscript{3}H-Core: Neuron-designed Neural Network Accelerator via FPGA-based Heterogeneous Computing Cores CCF-B In Proceedings of the 2022 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays (FPGA'22) (2022)
39. PIM-DH: ReRAM-based processing-in-memory architecture for deep hashing acceleration CCF-A In Proceedings of the 59th ACM/IEEE Design Automation Conference (DAC'22) (2022)
40. ResSFL: A Resistance Transfer Framework for Defending Model Inversion Attack in Split Federated Learning CCF-A In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR'22) (2022)
41. SATO: spiking neural network acceleration via temporal-oriented dataflow and architecture CCF-A In Proceedings of the 59th ACM/IEEE Design Automation Conference (DAC'22) (2022)
42. Self-Terminating Writing of Multi-Level Cell ReRAM for Efficient Neuromorphic Computing CCF-B In Proceedings of IEEE Design, Automation and Test in Europe Conference (DATE'22) (2022) Best Paper Award
43. SoBS-X: Squeeze-Out Bit Sparsity for ReRAM-Crossbar-Based Neural Network Accelerator CCF-A IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD'22) (2022)
44. AdaptiveGCN: Efficient GCN Through Adaptively Sparsifying Graphs CCF-B In Proceedings of the 30th ACM International Conference on Information \& Knowledge Management (CIKM'21) (2021)
45. Bit-Transformer: Transforming Bit-level Sparsity into Higher Preformance in ReRAM-based Accelerator CCF-B In International Conference On Computer Aided Design (ICCAD'21) (2021)
46. Elf: Accelerate High-resolution Mobile Deep Vision with Content-aware Parallel Offloading CCF-A In 27th Annual International Conference on Mobile Computing and Networking (MobiCom'21) (2021)
47. Energy-Efficient Hybrid-RAM with Hybrid Bit-Serial based VMM Support CCF-C In Proceedings of Great Lakes Symposium on VLSI 2021 (GLSVLSI'21) (2021)
48. Improving Neural Network Efficiency via Post-training Quantization with Adaptive Floating-Point CCF-A In International Conference on Computer Vision (ICCV'21) (2021)
49. KSM: Fast Multiple Task Adaption via Kernel-wise Soft Mask Learning CCF-A Conference on Computer Vision and Pattern Recognition (CVPR'21) (2021)
50. MetaGater: Fast Learning of Conditional Channel Gated Networks via Federated Meta-Learning CCF-C In IEEE 18th International Conference on Mobile Ad Hoc and Smart Systems (MASS'21) (2021)
51. NeurObfuscator: A Full-stack Obfuscation Tool to Mitigate Neural Architecture Stealing In IEEE International Symposium on Hardware Oriented Security and Trust (HOST'21) (2021)
52. Non-Structured DNN Weight Pruning--Is It Beneficial in Any Platform? CCF-B IEEE Transactions on Neural Networks and Learning Systems (TNNLS) (2021)
53. PIMGCN: A ReRAM-based PIM Design for Graph Convolutional Network Acceleration CCF-A In Proceeding of Design Automation Conference (DAC'21) (2021)
54. RADAR: Run-time Adversarial Weight Attack Detection and Accuracy Recovery CCF-B In Design, Automation and Test in Europe Conference (DATE'21) (2021)
55. Re2PIM: A Reconfigurable ReRAM-Based PIM Design for Variable-Sized Vector-Matrix Multiplication CCF-C In Proceedings of the 2021 on Great Lakes Symposium on VLSI (GLSVLSI'21) (2021)
56. ReRAM-Sharing: Fine-Grained Weight Sharing for ReRAM-Based Deep Neural Network Accelerator CCF-B In 2021 IEEE International Symposium on Circuits and Systems (ISCAS) (2021)
57. SME: ReRAM-based Sparse-Multiplication-Engine to Squeeze-Out Bit Sparsity of Neural Network CCF-B In IEEE International Conference on Computer Design (ICCD'21) (2021)
58. T-BFA: Targeted Bit-Flip Adversarial Weight Attack CCF-A IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI) (2021)
59. Unary Coding and Variation-Aware Optimal Mapping Scheme for Reliable ReRAM-based Neuromorphic Computing CCF-A IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (TCAD) (2021)
60. 2D MoS2 Based Threshold Switching Memristor For Artificial Neuron IEEE Electron Device Letters (EDL) (2020)
61. A Progressive Sub-Network Searching Framework for Dynamic Inference arXiv preprint arXiv:2009.05681 (2020)
62. Defending Bit-Flip Attack through DNN Weight Reconstruction CCF-A 57th Design Automation Conference (DAC) (2020)
63. Defending and Harnessing the Bit-Flip based Adversarial Weight Attack CCF-A Conference on Computer Vision and Pattern Recognition (CVPR'20) (2020)
64. Harmonious Coexistence of Structured Weight Pruning and Ternarization for Deep Neural Networks CCF-A Thirty-third AAAI Conference on Artificial Intelligence (AAAI'20) (2020)
65. Hybrid Spin-CMOS Polymorphic Logic Gate With Application in In-Memory Computing IEEE Transactions on Magnetics (2020)
66. Non-uniform DNN Structured Subnets Sampling for Dynamic Inference CCF-A 57th Design Automation Conference (DAC'20) (2020)
67. Processing-In-Memory Accelerator for Dynamic Neural Network with Run-Time Tuning of Accuracy, Power and Latency In 33rd IEEE International System-on-Chip Conference (SOCC) (2020)
68. Sparse BD-Net: A Multiplication-less DNN with Sparse Binarized Depth-wise Separable Convolution CCF-C ACM Journal on Emerging Technologies in Computing Systems (JETC) (2020)
69. TBT: Targeted Neural Network Attack with Bit Trojan CCF-A Conference on Computer Vision and Pattern Recognition (CVPR'20) (2020)
70. Accelerating Deep Neural Networks in Processing-in-Memory Platforms: Analog or Digital Approach? In 2019 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (2019)
71. Artificial Neuron using Ag/2D-MoS 2/Au Threshold Switching Memristor In Device Research Conference (DRC) (2019)
72. Binarized Depthwise Separable Neural Network for Object Tracking in FPGA CCF-C Great Lakes Symposium on VLSI (GLSVLSI) (2019)
73. Bit-Flip Attack: Crushing Neural Network with Progressive Bit Search CCF-A In International Conference on Computer Vision (ICCV'19) (2019)
74. MRIMA: An MRAM-based In-Memory Accelerator CCF-A IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (2019)
75. Network-based multi-task learning models for biomarker selection and cancer outcome prediction CCF-A Oxford academic Bioinformatics (2019)
76. Noise Injection Adaption: End-to-End ReRAM Crossbar Non-ideal Effect Adaption for Neural Network Mapping CCF-A 56-th Design Automation Conference (DAC) (2019)
77. Optimize Deep Convolutional Neural Network with Ternarized Weights and High Accuracy IEEE Winter Conference on Applications of Computer Vision (WACV) (2019)
78. ParaPIM: A Parallel Processing-In-Memory Accelerator for Binary-Weight Deep Neural Networks CCF-C In Proceedings of the 24th Asia and South Pacific Design Automation Conference (ASP-DAC) (2019)
79. Parametric Noise Injection: Trainable Randomness to Improve Deep Neural Network Robustness against Adversarial Attack CCF-A Conference on Computer Vision and Pattern (CVPR) (2019)
80. Simultaneously Optimizing Weight and Quantizer of Ternary Neural Network using Truncated Gaussian Approximation CCF-A Conference on Computer Vision and Pattern Recognition (CVPR) (2019)
81. A Fully Onchip Binarized Convolutional Neural Network FPGA Impelmentation with Accurate Inference CCF-C In Proceedings of the International Symposium on Low Power Electronics and Design (ISLPED) (2018)
82. Accelerating Low Bit-Width Deep Convolution Neural Network in MRAM In 2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (2018)
83. BD-NET: A Multiplication-Less DNN with Binarized Depthwise Separable Convolution In 2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (2018) Best Paper Award
84. CMP-PIM: An Energy-Efficient Comparator-based Processing-in-Memory Neural Network Accelerator CCF-A In Proceedings of the 55th Annual Design Automation Conference (DAC) (2018)
85. DIMA: A Depthwise CNN In-Memory Accelerator CCF-B In 2018 IEEE/ACM International Conference on Computer-Aided Design (ICCAD) (2018)
86. Design and Evaluation of a Spintronic In-Memory Processing Platform for Nonvolatile Data Encryption CCF-A IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (ICCAD) (2018)
87. Exploring A SOT-MRAM based In-Memory Computing for Data Processing IEEE Transactions on Multi-Scale Computing Systems (2018)
88. HielM: Highly Flexible In-Memory Computing using STT MRAM CCF-C In 2018 23rd Asia and South Pacific Design Automation Conference (ASP-DAC) (2018)
89. IMCE: Energy-Efficient Bit-wise In-memory Convolution Engine for Deep Neural Network CCF-C In Proceedings of the 23rd Asia and South Pacific Design Automation Conference (2018)
90. IMCS2: Novel Device-to-Architecture Co-Design for Low-Power In-Memory Computing Platform Using Coterminous Spin Switch IEEE Transactions on Magnetics (2018)
91. Leveraging Spintronic Devices for Efficient Approximate Logic and Stochastic Neural Networks CCF-C In Proceedings of the 2018 on Great Lakes Symposium on VLSI (2018)
92. PIM-TGAN: A Processing-in-Memory Accelerator for Ternary Generative Adversarial Networks CCF-B In 2018 IEEE 36th International Conference on Computer Design (ICCD) (2018)
93. PIMA-logic: A Novel Processing-in-Memory Architecture for Highly Flexible and Energy-Efficient Logic Computation CCF-A In Proceedings of the 55th Annual Design Automation Conference (DAC) (2018)
94. A Tunable Magnetic Skyrmion Neuron Cluster for Energy Efficient Artificial Neural Network CCF-B In Design, Automation \& Test in Europe Conference \& Exhibition (DATE) (2017)
95. Composite Spintronic Accuracy-configurable Adder for Low Power Digital Signal Processing In 2017 18th International Symposium on Quality Electronic Design (ISQED) (2017)
96. Current-induced Dynamics of Multiple Skyrmions with Domain-wall Pair and Skyrmion-based Majority Gate Design IEEE Magnetics Letters (2017)
97. Developing All-Skyrmion Spiking Neural Network Neuromorphic Computing Symposium (NCS) (2017)
98. Energy Efficient In-memory Computing Platform based on 4-terminal Spin Hall Effect-driven Domain Wall Motion Devices CCF-C In Proceedings of the on Great Lakes Symposium on VLSI (GLSVLSI) (2017)
99. Energy Efficient Reconfigurable Threshold Logic Circuit with Spintronic Devices IEEE Transactions on Emerging Topics in Computing (TETC) (2017)
100. Exploring STT-MRAM based In-memory Computing Paradigm with Application of Image Edge Extraction CCF-B In 2017 IEEE International Conference on Computer Design (ICCD) (2017)
101. High Performance and Energy-efficient In-memory Computing Architecture Based on SOT-MRAM In IEEE/ACM International Symposium on Nanoscale Architectures (NANOARCH) (2017)
102. Hybrid Polymorphic Logic Gate using 6 Terminal Magnetic Domain Wall Motion Device CCF-B In IEEE International Symposium on Circuits and Systems (ISCAS) (2017)
103. Hybrid Polymorphic Logic Gate with 5-terminal Magnetic Domain Wall Motion Device In IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (2017) Best Paper Award
104. In-memory Computing with Spintronic Devices In IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (2017)
105. Leveraging Dual-mode Magnetic Crossbar for Ultra-low Energy In-memory Data Encryption CCF-C In Proceedings of the on Great Lakes Symposium on VLSI 2017 (GLSVLSI) (2017)
106. Leveraging Spintronic Devices for Ultra-low Power In-memory Computing: Logic and Neural Network In IEEE 60th International Midwest Symposium on Circuits and Systems (MWSCAS) (2017)
107. Low Power In-memory Computing based on Dual-mode SOT-MRAM CCF-C In 2017 IEEE/ACM International Symposium on Low Power Electronics and Design (ISLPED) (2017)
108. Rimpa: A new Reconfigurable Dual-mode In-memory Processing Architecture with Spin Hall Effect-driven Domain Wall Motion Device In 2017 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (2017)
109. A Low Power Current-mode Flash ADC with Spin Hall Effect Based Multi-threshold Comparator CCF-C In Proceedings of the 2016 International Symposium on Low Power Electronics and Design (ISLPED) (2016)