Publications
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.
"Efficient Low-Bit Neural Network With Memristor-Based Reconfigurable Circuits." Ieee Transactions on Circuits and Systems Ii: Express Briefs (2023).
"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.
"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.
"Guest Editorial Machine Learning for Resilient Industrial Cyber-Physical Systems." Ieee Transactions on Automation Science and Engineering 20, no. 1 (2023): 3-4.
" Improving the Robustness and Efficiency of PIM-Based Architecture by SW/HW Co-Design." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 618-623. 2023.
"Interpreting Disparate Privacy-Utility Tradeoff in Adversarial Learning via Attribute Correlation." In Proceedings 2023 Ieee Winter Conference on Applications of Computer Vision, Wacv 2023, 4690-4698. 2023.
"ISLPED 2022: An Experience of a Hybrid Conference in the Time of COVID-19." Ieee Design & Test 40, no. 1 (2023): 105-107.
": Joint Point Interaction-Dimension Search for 3D Point Cloud." In Proceedings 2023 Ieee Winter Conference on Applications of Computer Vision, Wacv 2023, 1298-1307. 2023.
"LISSNAS: Locality-based Iterative Search Space Shrinkage for Neural Architecture Search." In Ijcai International Joint Conference on Artificial Intelligence, 773-781. Vol. 2023-August. 2023.
"Mixture Outlier Exposure: Towards Out-of-Distribution Detection in Fine-grained Environments." In Proceedings 2023 Ieee Winter Conference on Applications of Computer Vision, Wacv 2023, 5520-5529. 2023.
"MWSCAS Guest Editorial Special Issue Based on the 64th International Midwest Symposium on Circuits and Systems." Ieee Transactions on Circuits and Systems I: Regular Papers 70, no. 1 (2023): 1-2.
"NASRec: Weight Sharing Neural Architecture Search for Recommender Systems." In Acm Web Conference 2023 Proceedings of the World Wide Web Conference, Www 2023, 1199-1207. 2023.
"Photonic Bayesian Neural Network Using Programmed Optical Noises." Ieee Journal of Selected Topics in Quantum Electronics 29, no. 2 (2023).
"ReaLPrune: ReRAM Crossbar-Aware Lottery Ticket Pruning for CNNs." Ieee Transactions on Emerging Topics in Computing 11, no. 2 (2023): 303-317.
"Rethink before Releasing Your Model: ML Model Extraction Attack in EDA." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 252-257. 2023.
"EMS-i
: An Efficient Memory System Design with Specialized Caching Mechanism for Recommendation Inference." Acm Transactions on Embedded Computing Systems 22, no. 5s (2023): 1-22.
"SpikeSen: Low-Latency In-Sensor-Intelligence Design With Neuromorphic Spiking Neurons." Ieee Transactions on Circuits and Systems Ii: Express Briefs 70, no. 6 (2023): 1876-1880.
"A 1.041-Mb/mm227.38-TOPS/W Signed-INT8 Dynamic-Logic-Based ADC-less SRAM Compute-in-Memory Macro in 28nm with Reconfigurable Bitwise Operation for AI and Embedded Applications." In Digest of Technical Papers Ieee International Solid State Circuits Conference, 188-190. Vol. 2022-February. 2022.
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