Publications
Athena – The NSF AI Institute for Edge Computing." Ai Magazine (2024).
"Efficient, Direct, and Restricted Black-Box Graph Evasion Attacks to Any-Layer Graph Neural Networks via Influence Function." In Proceedings of the 17th ACM International Conference on Web Search and Data Mining. 2024.
"Efficient Low-Bit Neural Network With Memristor-Based Reconfigurable Circuits." Ieee Transactions on Circuits and Systems Ii: Express Briefs 71, no. 1 (2024): 66-70.
"NDRec: A Near-Data Processing System for Training Large-Scale Recommendation Models." Ieee Transactions on Computers (2024).
"Neuro-Symbolic Computing: Advancements and Challenges in Hardware-Software Co-Design." Ieee Transactions on Circuits and Systems Ii: Express Briefs 71, no. 3 (2024): 1683-1689.
"Toward Fully Automated Machine Learning for Routability Estimator Development." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 43, no. 3 (2024): 970-982.
"2023: The Golden Age of Semiconductors." Ieee Circuits and Systems Magazine 23, no. 1 (2023).
"Accelerating Sparse Attention with a Reconfigurable Non-volatile Processing-In-Memory Architecture." In Proceedings Design Automation Conference. Vol. 2023-July. 2023.
"Biologically Plausible Learning on Neuromorphic Hardware Architectures." In 2007 50th Midwest Symposium on Circuits and Systems, 733-737. 2023.
"Communication-Efficient Vertical Federated Learning with Limited Overlapping Samples." In Proceedings of the Ieee International Conference on Computer Vision, 5180-5189. 2023.
"The Dark Side: Security and Reliability Concerns in Machine Learning for EDA." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 42, no. 4 (2023): 1171-1184.
"DefT: Boosting Scalability of Deformable Convolution Operations on GPUs." In International Conference on Architectural Support for Programming Languages and Operating Systems - ASPLOS, 134-146. Vol. 3. 2023.
"Designing Efficient Bit-Level Sparsity-Tolerant Memristive Networks." Ieee Transactions on Neural Networks and Learning Systems PP (2023).
"DisP+V: A Unified Framework for Disentangling Prototype and Variation From Single Sample per Person." Ieee Transactions on Neural Networks and Learning Systems 34, no. 2 (2023): 867-881.
"Dynamic Task Remapping for Reliable CNN Training on ReRAM Crossbars." In Proceedings Design, Automation and Test in Europe, Date. Vol. 2023-April. 2023.
"DyNNamic: Dynamically Reshaping, High Data-Reuse Accelerator for Compact DNNs." Ieee Transactions on Computers 72, no. 3 (2023): 880-892.
"Early Identification of Timing Critical RTL Components using ML based Path Delay Prediction." In 2023 ACM/IEEE 5th Workshop on Machine Learning for CAD, MLCAD 2023. 2023.
"EMS-i: An Efficient Memory System Design with Specialized Caching Mechanism for Recommendation Inference." Acm Transactions on Embedded Computing Systems 22, no. 5 s (2023): 1-22.
"ESSENCE: Exploiting Structured Stochastic Gradient Pruning for Endurance-Aware ReRAM-Based In-Memory Training Systems." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 42, no. 7 (2023): 2187-2199.
"Fed-CBS: A Heterogeneity-Aware Client Sampling Mechanism for Federated Learning via Class-Imbalance Reduction." In Proceedings of Machine Learning Research, 41354-41381. Vol. 202. 2023.
"FINE-GRAIN INFERENCE ON OUT-OF-DISTRIBUTION DATA WITH HIERARCHICAL CLASSIFICATION." In Proceedings of Machine Learning Research, 162-183. Vol. 232. 2023.
"Fully Automated Machine Learning Model Development for Analog Placement Quality Prediction." In Proceedings of the Asia and South Pacific Design Automation Conference, ASP-DAC, 58-63. 2023.
"Global Vision Transformer Pruning with Hessian-Aware Saliency." In Proceedings of the Ieee Computer Society Conference on Computer Vision and Pattern Recognition, 18547-18557. Vol. 2023-June. 2023.
"Guest Editorial Machine Learning for Resilient Industrial Cyber-Physical Systems." Ieee Transactions on Automation Science and Engineering 20, no. 1 (2023): 3-4.
"Guest Editorial Special Issue on the International Symposium on Integrated Circuits and Systems'ISICAS 2023." Ieee Transactions on Circuits and Systems I: Regular Papers 70, no. 12 (2023): 4678.
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