Pan, David Z.
- AnalogCoder: Analog Circuit Design via Training-Free Code Generation
2024/05/23 by Yao Lai, Sungyoung Lee, Lai, Yao +11 · 31 citations
Computer Science · Engineering · #Analog and Mixed-Signal Circuit Design #Embedded Systems Design Techniques #Emerging Technologies (cs.ET) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG)
- APOLLO: SGD-like Memory, AdamW-level Performance
2024/12/06 by Hanqing Zhu, Zhenyu Zhang, Zhu, Hanqing +18 · 2 voices · 22 citations
Computer Science · #Parallel Computing and Optimization Techniques
- Transformer-QEC: Quantum Error Correction Code Decoding with Transferable Transformers
2023/11/27 by Hanrui Wang, Pengyu Liu, Wang, Hanrui +13 · 11 citations
Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Quantum-Dot Cellular Automata
- Atomique: A Quantum Compiler for Reconfigurable Neutral Atom Arrays
2023/11/25 by Hanrui Wang, Pengyu Liu, Wang, Hanrui +15 · 10 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Distributed #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Parallel #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph) #Quantum-Dot Cellular Automata #and Cluster Computing (cs.DC)
- Multi-Scale High-Resolution Vision Transformer for Semantic Segmentation
2021/11/01 by Jiaqi Gu, Hyoukjun Kwon, Gu, Jiaqi +15 · 6 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- A compact butterfly-style silicon photonic-electronic neural chip for hardware-efficient deep learning
2021/11/11 by Feng, Chenghao, Gu, Jiaqi, Zhu, Hanqing +4 · 6 citations
#Applied Physics (physics.app-ph) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Optics (physics.optics)
- Pre-RMSNorm and Pre-CRMSNorm Transformers: Equivalent and Efficient Pre-LN Transformers
2023/05/24 by Jiang, Zixuan, Gu, Jiaqi, Zhu, Hanqing +1 · 7 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- NeurOLight: A Physics-Agnostic Neural Operator Enabling Parametric Photonic Device Simulation
2022/09/19 by Gu, Jiaqi, Gao, Zhengqi, Feng, Chenghao +4 · 6 citations
#Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Optics (physics.optics)
- DNN-Opt: An RL Inspired Optimization for Analog Circuit Sizing using\n Deep Neural Networks
2021/10/01 by Ahmet F. Budak, Budak, Ahmet F., Prateek Bhansali +9 · 5 citations
Engineering · #Advancements in Semiconductor Devices and Circuit Design #VLSI and FPGA Design Techniques #Low-power high-performance VLSI design
- Efficient On-Chip Learning for Optical Neural Networks Through Power-Aware Sparse Zeroth-Order Optimization
2020/12/21 by Jiaqi Gu, Chenghao Feng, Gu, Jiaqi +9 · 3 citations
Computer Science · Engineering · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Optical Network Technologies #Optics (physics.optics) #Photonic and Optical Devices
- Photonic-Electronic Integrated Circuits for High-Performance Computing and AI Accelerators
2024/03/21 by Shupeng Ning, Hanqing Zhu, Ning, Shupeng +19 · 6 citations
Computer Science · Engineering · #Neural Networks and Reservoir Computing #Photonic and Optical Devices #Optical Network Technologies
- L2ight: Enabling On-Chip Learning for Optical Neural Networks via\n Efficient in-situ Subspace Optimization
2021/10/27 by Jiaqi Gu, Gu, Jiaqi, Hanqing Zhu +9 · 3 citations
Computer Science · Engineering · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Optical Network Technologies #Optics (physics.optics) #Photonic and Optical Devices
- TAG: Learning Circuit Spatial Embedding From Layouts
2022/09/07 by Keren Zhu, Zhu, Keren, Hao Chen +11 · 3 citations
Engineering · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Industrial Vision Systems and Defect Detection #Integrated Circuits and Semiconductor Failure Analysis #Machine Learning (cs.LG) #VLSI and FPGA Design Techniques
- PrivyNet: A Flexible Framework for Privacy-Preserving Deep Neural Network Training
2017/09/18 by Meng Li, Li, Meng, Liangzhen Lai +7 · 4 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Lightening-Transformer: A Dynamically-operated Optically-interconnected Photonic Transformer Accelerator
2023/05/31 by Zhu, Hanqing, Gu, Jiaqi, Wang, Hanrui +7 · 3 citations
#Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Optics (physics.optics)
- Scalable and Effective Arithmetic Tree Generation for Adder and Multiplier Designs
2024/05/10 by Yao Lai, Jinxin Liu, Lai, Yao +5 · 4 citations
Engineering · Computer Science · #VLSI and FPGA Design Techniques #Low-power high-performance VLSI design #VLSI and Analog Circuit Testing
- Delving into Macro Placement with Reinforcement Learning
2021/09/06 by Jiang, Zixuan, Songhori, Ebrahim, Wang, Shen +5 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- ELight: Enabling Efficient Photonic In-Memory Neurocomputing with Life Enhancement
2021/12/15 by Hanqing Zhu, Zhu, Hanqing, Jiaqi Gu +11 · 2 citations
Computer Science · Engineering · #Neural Networks and Reservoir Computing #Optical Network Technologies #Advanced Memory and Neural Computing
- Delving into Effective Gradient Matching for Dataset Condensation
2022/07/30 by Zixuan Jiang, Jiaqi Gu, Jiang, Zixuan +5 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Advanced Neural Network Applications #Human Pose and Action Recognition
- The Path Not Taken: RLVR Provably Learns Off the Principals
2025/11/11 by Hanqing Zhu, Zhu, Hanqing, Zhenyu Zhang +26 · 1 voice · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Topic Modeling #cs.AI #cs.LG
- Lithography Hotspot Detection and Mitigation in Nanometer VLSI
2014/02/13 by Jhih-Rong Gao, Bei Yu, Gao, Jhih-Rong +3 · 1 citation
Computer Science · Engineering · #Advancements in Photolithography Techniques #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Integrated Circuits and Semiconductor Failure Analysis #VLSI and Analog Circuit Testing
- Can Test-Time Scaling Improve World Foundation Model?
2025/03/31 by Cong, Wenyan, Zhu, Hanqing, Wang, Peihao +7 · 6 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- LLM-Enhanced Bayesian Optimization for Efficient Analog Layout Constraint Generation
2024/06/07 by Guojin Chen, Chen, Guojin, Keren Zhu +11 · 3 citations
Computer Science · Engineering · #Embedded Systems Design Techniques #VLSI and FPGA Design Techniques #Manufacturing Process and Optimization
- OpenMPL: An Open Source Layout Decomposer
2018/09/20 by Wei Li, Yuzhe Ma, Li, Wei +11 · 1 citation
Computer Science · Engineering · #Advancements in Photolithography Techniques #FOS: Computer and information sciences #Other Computer Science (cs.OH) #VLSI and Analog Circuit Testing #VLSI and FPGA Design Techniques
- INSIGHT: Universal Neural Simulator for Analog Circuits Harnessing Autoregressive Transformers
2024/07/10 by Souradip Poddar, Youngmin Oh, Poddar, Souradip +9 · 3 citations
Computer Science · #Computational Engineering #FOS: Computer and information sciences #Finance #Machine Learning (cs.LG) #Neural Networks and Applications #and Science (cs.CE)
- Optimizer Fusion: Efficient Training with Better Locality and Parallelism
2021/04/01 by Zixuan Jiang, Jiang, Zixuan, Jiaqi Gu +7 · 1 citation
Computer Science · #Advanced Neural Network Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Machine Learning and ELM #Mathematical Software (cs.MS)
- Logic Synthesis Meets Machine Learning: Trading Exactness for Generalization
2020/12/04 by Rai, Shubham, Neto, Walter Lau, Miyasaka, Yukio +37 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- HEAT: Hardware-Efficient Automatic Tensor Decomposition for Transformer Compression
2022/11/30 by Jiaqi Gu, Gu, Jiaqi, Ben Keller +9 · 1 citation
Computer Science · Mathematics · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Tensor decomposition and applications
- Fine-Tuning Masked Diffusion for Provable Self-Correction
2025/10/01 by Kim, Jaeyeon, Kim, Seunggeun, Lee, Taekyun +4 · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Integrated multi-operand optical neurons for scalable and hardware-efficient deep learning
2023/05/31 by Feng, Chenghao, Gu, Jiaqi, Zhu, Hanqing +7 · 1 citation
#Artificial Intelligence (cs.AI) #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Optics (physics.optics)
- Subgraph Extraction-based Feedback-guided Iterative Scheduling for HLS
2024/01/22 by Hanchen Ye, David Z. Pan, Ye, Hanchen +7 · 1 citation
Computer Science · Engineering · #Computation and Language (cs.CL) #Embedded Systems Design Techniques #FOS: Computer and information sciences #Parallel Computing and Optimization Techniques #VLSI and FPGA Design Techniques
- UniMoCo: Unified Modality Completion for Robust Multi-Modal Embeddings
2025/05/17 by Jiajun Qin, Yuan Pu, Qin, Jiajun +9 · 3 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Advanced Image and Video Retrieval Techniques
- Fuse and Mix: MACAM-Enabled Analog Activation for Energy-Efficient Neural Acceleration
2022/08/17 by Hanqing Zhu, Keren Zhu, Zhu, Hanqing +11 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Neural Networks and Reservoir Computing #Photonic and Optical Devices
- RobustState: Boosting Fidelity of Quantum State Preparation via Noise-Aware Variational Training
2023/11/27 by Hanrui Wang, Wang, Hanrui, Yilian Liu +23 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Quantum Computing Algorithms and Architecture #Quantum Information and Cryptography #Quantum Physics (quant-ph)
- M3ICRO: Machine Learning-Enabled Compact Photonic Tensor Core based on PRogrammable Multi-Operand Multimode Interference
2023/05/31 by Jiaqi Gu, Hanqing Zhu, Gu, Jiaqi +9 · 1 citation
Computer Science · Engineering · #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Neural Networks and Reservoir Computing #Optical Network Technologies #Optics (physics.optics) #Photonic and Optical Devices
- Hardware-Efficient Photonic Tensor Core: Accelerating Deep Neural Networks with Structured Compression
2025/02/01 by Ning, Shupeng, Zhu, Hanqing, Feng, Chenghao +3 · 2 citations
#Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- Automated Physical Design Watermarking Leveraging Graph Neural Networks
2024/07/30 by Ruisi Zhang, Zhang, Ruisi, Rachel Selina Rajarathnam +5 · 1 citation
Computer Science · #Advanced Steganography and Watermarking Techniques #Cryptography and Security (cs.CR) #Digital Media Forensic Detection #Digital Rights Management and Security #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- PACE: Pacing Operator Learning to Accurate Optical Field Simulation for Complicated Photonic Devices
2024/11/05 by Hanqing Zhu, Zhu, Hanqing, Guojin Chen +10 · 2 citations
Engineering · Computer Science · #Photonic and Optical Devices #Neural Networks and Reservoir Computing #Optical Network Technologies
- ICMarks: A Robust Watermarking Framework for Integrated Circuit Physical Design IP Protection
2024/04/29 by Ruisi Zhang, Rachel Selina Rajarathnam, Zhang, Ruisi +5 · 1 citation
Computer Science · Engineering · #Physical Unclonable Functions (PUFs) and Hardware Security #Advanced Steganography and Watermarking Techniques #Electrostatic Discharge in Electronics
- Practical Layout-Aware Analog/Mixed-Signal Design Automation with Bayesian Neural Networks
2023/11/27 by Budak, Ahmet F., Zhu, Keren, Pan, David Z. · 1 citation
#Computational Engineering #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Finance #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #and Science (cs.CE) #electronic engineering #information engineering
- DICE: Device-level Integrated Circuits Encoder with Graph Contrastive Pretraining
2025/02/13 by Sungyoung Lee, Lee, Sungyoung, Ziyi Wang +7 · 2 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Photonic and Optical Devices #VLSI and Analog Circuit Testing #VLSI and FPGA Design Techniques