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“Convolutional Echo-State Network with Random Memristors for Spatiotemporal Signal Classification,” Advanced Intelligent Systems, vol. 4, no. 8, p. 2 200 027, 2022.
“Characterizing and Understanding End-to-End Multi-Modal Neural Networks on GPUs,” IEEE Computer Architecture Letters, vol. 21, no. 2, pp. 125–128, 2022.
“Embedded Code Generation With CVXPY,” IEEE Control Systems Letters, vol. 6, pp. 2653–2658, 2022.
“Experimentally-Validated Crossbar Model for Defect- Aware Training of Neural Networks,” IEEE Transactions on Circuits and Systems II: Express Briefs, vol. 69, no. 5, pp. 2468–2472, 2022.
“High-Speed Adder Design Space Exploration via Graph Neural Processes,” IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, vol. 41, no. 8, pp. 2657–2670, 2022.
“ReAAP: A Reconfigurable and Algorithm-Oriented Array Processor With Compiler-Architecture Co-Design,” IEEE Transactions on Computers, vol. 71, no. 12, pp. 3088–3100, 2022.
“A CMOS-Compatible Photonic Demodulator With Low-Power Consumption for Time-of-Flight Image Sensor,” IEEE Transactions on Electron Devices, vol. 69, no. 11, pp. 6178–6183, 2022.
“FAT: Frequency-Aware Transformation for Bridging Full-Precision and Low-Precision Deep Representations,” IEEE Transactions on Neural Networks and Learning Systems, pp. 1–15, 2022.
“NITI: Training Integer Neural Networks Using Integer-Only Arithmetic,” IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 11, pp. 3249–3261, 2022.
“Improving the thermal reliability of photonic chiplets on multicore processors,” Integration, vol. 86, pp. 9–21, 2022.
“Oscillator-Network-Based Ising Machine,” Micromachines, vol. 13, no. 7, 2022.
“Experimentally validated memristive memory augmented neural network with efficient hashing and similarity search,” Nature Communications, vol. 13, no. 1, Oct. 2022.
“Pisces: Efficient Federated Learning via Guided Asynchronous Training,” in Proceedings of the 13th Symposium on Cloud Computing, ser. SoCC ’22, San Francisco, California: Association for Computing Machinery, 2022, pp. 370–385.
“REMOT: A Hardware-Software Architecture for Attention-Guided Multi-Object Tracking with Dynamic Vision Sensors on FPGAs,” in Proceedings of the 2022 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, ser. FPGA ’22, Virtual Event, USA: As- sociation for Computing Machinery, 2022, pp. 158–168.
“SDQ: Stochastic Differentiable Quantization with Mixed Precision,” in Proceedings of the 39th International Conference on Machine Learning, ser. Proceedings of Machine Learning Research, vol. 162, PMLR, Jul. 2022, pp. 9295–9309.
“Neural Fisher Discriminant Analysis: Optimal Neural Network Embeddings in Polynomial Time,” in Proceedings of the 39th International Conference on Machine Learning, ser. Proceedings of Machine Learning Research, vol. 162, PMLR, Jul. 2022, pp. 1647–1663.
“Xplace: An Extremely Fast and Extensible Global Placement Framework,” in Proceedings of the 59th ACM/IEEE Design Automation Conference, ser. DAC ’22, San Francisco, California: Association for Computing Machinery, 2022, pp. 1309–1314.
“PPATuner: Pareto-Driven Tool Parameter Auto-Tuning in Physical Design via Gaussian Process Transfer Learning,” in Proceedings of the 59th ACM/IEEE Design Automation Conference, ser. DAC ’22, San Francisco, California: Association for Computing Machinery, 2022, pp. 1237–1242.
“NovelRewrite: Node-Level Parallel AIG Rewriting,” in Proceedings of the 59th ACM/IEEE Design Automation Conference, ser. DAC ’22, San Francisco, California: Association for Computing Machinery, 2022, pp. 427–432.
“Compression of Generative Pre-trained Language Models via Quantization,” in Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), Dublin, Ireland: Association for Computational Linguistics, May 2022, pp. 4821–4836.