| 2026 | AAAI | When Privacy Meets Recovery: The Overlooked Half of Surrogate-Driven Privacy Preservation for MLLM Editing. | Siyuan Xu, Yibing Liu, Peilin Chen, Yung-Hui Li, Shiqi Wang, Sam Kwong |
| 2026 | ASPDAC | CausalTuner: Will Causality Help High-Dimensional EDA Tool Parameter Tuning. | Ziyang Yu, Peng Xu, Su Zheng, Siyuan Xu, Hao Geng, Bei Yu, Martin D. F. Wong |
| 2026 | DATE | Timing-driven Detailed Placement via TimingMask-guided Path-level Optimization. | Ruo-Tong Chen, Chengrui Gao, Siyuan Xu, Ke Xue, Yunqi Shi, Xi Lin, Mingxuan Yuan, Chao Qian, Zhi-Hua Zhou |
| 2026 | DATE | PPA-driven Placement via Adaptive Cluster Constraints Optimization. | Ziyan Liu, Siyuan Xu, Jie Wang, Zijie Geng, Yeqiu Chen, Mingxuan Yuan, Jianye Hao, Feng Wu |
| 2026 | DATE | Dynamic Algorithm Configuration for Global Placement. | Chen Lu, Ke Xue, Ruo-Tong Chen, Yunqi Shi, Siyuan Xu, Mingxuan Yuan, Chao Qian, Zhi-Hua Zhou |
| 2026 | DATE | Reinforcement Learning for Hybrid Bonding Terminal Legalization in 3D ICs. | Wanqi Ren, Chengrui Gao, Yunqi Shi, Mingzhou Fan, Siyuan Xu, Ke Xue, Chenjian Ding, Mingxuan Yuan, Chao Qian |
| 2026 | DATE | RATuner: Retrieval-Augmented VLSI Flow Design Parameter Tuning Framework. | Peng Xu, Ziyang Yu, Yuan Pu, Xinyun Zhang, Donger Luo, Hao Geng, Siyuan Xu, Tsung-Yi Ho, Bei Yu |
| 2025 | ASPDAC | PCBAgent: An Agent-based Framework for High-Density Printed Circuit Board Placement. | Lin Chen, Ran Chen, Shoubo Hu, Xufeng Yao, Zhentao Tang, Shixiong Kai, Siyuan Xu, Mingxuan Yuan, Jianye Hao, Bei Yu, Jiang Xu |
| 2025 | ASPDAC | FTAFP: A Feedthrough-Aware Floorplanner for Hierarchical Design of Large-Scale SoCs. | Zirui Li, Kanglin Tian, Jianwang Zhai, Zixuan Li, Shixiong Kai, Siyuan Xu, Bei Yu, Kang Zhao |
| 2025 | CVPR | Scale-Invariant Implicit Neural Representations For Object Counting. | Siyuan Xu, Yucheng Wang, Xihaier Luo, Byung-Jun Yoon, Xiaoning Qian |
| 2025 | DAC | ReMaP: Macro Placement by Recursively Prototyping and Periphery-Guided Relocating. | Yunqi Shi, Xi Lin, Siyuan Xu, Shixiong Kai, Ke Xue, Mingxuan Yuan, Chao Qian, Zhi-Hua Zhou |
| 2025 | DATE | Timing-Driven Global Placement by Efficient Critical Path Extraction. | Yunqi Shi, Siyuan Xu, Shixiong Kai, Xi Lin, Ke Xue, Mingxuan Yuan, Chao Qian |
| 2025 | EMNLP | Reinforcement Learning for Large Language Models via Group Preference Reward Shaping. | Huaisheng Zhu, Siyuan Xu, Hangfan Zhang, Teng Xiao, Zhimeng Guo, Shijie Zhou, Shuyue Hu, Vasant G. Honavar |
| 2025 | ICLR | LaMPlace: Learning to Optimize Cross-Stage Metrics in Macro Placement. | Zijie Geng, Jie Wang, Ziyan Liu, Siyuan Xu, Zhentao Tang, Shixiong Kai, Mingxuan Yuan, Jianye Hao, Feng Wu |
| 2025 | ICML | Meta-Reinforcement Learning with Adaptation from Human Feedback via Preference-Order-Preserving Task Embedding. | Siyuan Xu, Minghui Zhu |
| 2025 | IJCAI | Advancing Stain Transfer for Multi-Biomarkers: A Human Annotation-Free Method Based on Auxiliary Task Supervision. | Siyuan Xu, Haofei Song, Yingjiao Deng, Jiansheng Wang, Yan Wang, Qingli Li |
| 2025 | KDD | TransPlace: Transferable Circuit Global Placement via Graph Neural Network. | Yunbo Hou, Haoran Ye, Shuwen Yang, Yingxue Zhang, Siyuan Xu, Guojie Song |
| 2025 | VTC | A Pseudo-Increment Prediction Method for GNSS/INS Integrated Navigation Based on Transformer-LSTM During GNSS Outages. | Jin Wang, Siyuan Xu, Yan Xing, Jin Lu, Huimin Hu |
| 2024 | AISTATS | Uncertainty-aware Continuous Implicit Neural Representations for Remote Sensing Object Counting. | Siyuan Xu, Yucheng Wang, Mingzhou Fan, Byung-Jun Yoon, Xiaoning Qian |
| 2024 | ICCAD | JigsawPlanner: Jigsaw-like Floorplanner for Eliminating Whitespace and Overlap among Complex Rectilinear Modules. | Xingbo Du, Ruizhe Zhong, Shixiong Kai, Zhentao Tang, Siyuan Xu, Jianye Hao, Mingxuan Yuan, Junchi Yan |
| 2024 | ICCAD | RankTuner: When Design Tool Parameter Tuning Meets Preference Bayesian Optimization. | Peng Xu, Su Zheng, Yuyang Ye, Chen Bai, Siyuan Xu, Hao Geng, Tsung-Yi Ho, Bei Yu |
| 2024 | ICML | Reinforcement Learning within Tree Search for Fast Macro Placement. | Zijie Geng, Jie Wang, Ziyan Liu, Siyuan Xu, Zhentao Tang, Mingxuan Yuan, Jianye Hao, Yongdong Zhang, Feng Wu |
| 2024 | ISCAS | An Ultra-Low Power Wearable Sensing System with a Highly Sensitive Three-Dimensional LIG Sensor and Energy-Efficient Time Domain Readout. | Siyuan Xu, Huiru Yang, Longhuang Li, Yiyang Du, Huaiyu Ye, Huan Hu |
| 2024 | KDD | RoutePlacer: An End-to-End Routability-Aware Placer with Graph Neural Network. | Yunbo Hou, Haoran Ye, Yingxue Zhang, Siyuan Xu, Guojie Song |
| 2024 | MMSP | Reveal Fluidity Behind Frames: A Multi-Modality Framework for Action Quality Assessment. | Siyuan Xu, Peilin Chen, Yue Liu, Meng Wang, Shiqi Wang, Sam Kwong |
| 2023 | AAAI | Efficient Gradient Approximation Method for Constrained Bilevel Optimization. | Siyuan Xu, Minghui Zhu |
| 2022 | GLOBECOM | A Robust CSI- Based Passive Perception Method Using CNN and Attention-Based Bi-Directional LSTM. | Zhengran He, Guozhen Xu, Siyuan Xu, Yu Wang, Guan Gui, Haris Gacanin, Fumiyuki Adachi |
| 2022 | IGARSS | A Transformer-Based Cross-Modal Image-Text Retrieval Method using Feature Decoupling and Reconstruction. | Huan Zhang, Yingzhi Sun, Yu Liao, Siyuan Xu, Rui Yang, Shuang Wang, Biao Hou, Licheng Jiao |
| 2022 | VTC | Cross-Person Activity Recognition Method Using Snapshot Ensemble Learning. | Siyuan Xu, Zhengran He, Wenjuan Shi, Yu Wang, Tomoaki Ohtsuki, Guan Gui |
| 2020 | DATE | On the Design of High Performance HW Accelerator through High-level Synthesis Scheduling Approximations. | Siyuan Xu, Benjamin Carrin Schfer |
| 2019 | ICCAD | Approximating Behavioral HW Accelerators through Selective Partial Extractions onto Synthesizable Predictive Models. | Siyuan Xu, Benjamin Carrin Schfer |
| 2019 | ICCD | Low Power Design of Runtime Reconfigurable FPGAs through Contexts Approximations. | Siyuan Xu, Benjamin Carrin Schfer |
| 2018 | ICCD | Autonomous Temperature Management through Selective Control of Exact-Approximate Tiles. | Siyuan Xu, Benjamin Carrin Schfer |
| 2018 | ICCD | DEEP: Dedicated Energy-Efficient Approximation for Dynamically Reconfigurable Architectures. | Siyuan Xu, Benjamin Carrin Schfer |
| 2017 | ICCD | Approximate Reconfigurable Hardware Accelerator: Adapting the Micro-Architecture to Dynamic Workloads. | Siyuan Xu, Benjamin Carrin Schfer |
| 2017 | ICCD | Configurable SoC In-Situ Hardware/Software Co-Design Design Space Exploration. | Siyuan Xu, Benjamin Carrin Schfer, Yidi Liu |
| 2016 | QRS | Quantitative Analysis of Variation-Aware Internet of Things Designs Using Statistical Model Checking. | Siyuan Xu, Weikai Miao, Thomas Kunz, Tongquan Wei, Mingsong Chen |