Rongjian Liang

46 papers A* 6A 12Misc 1Journal 14Unranked 13

Year	Rank	Type	Title / Venue / Authors
2026	—	`conf`	C3PO: Commercial-Quality Global Placement via Coherent, Concurrent Timing, Routability, and Wirelength Optimization. ASP-DAC Yi-Chen Lu, Hao-Hsiang Hsiao, Rongjian Liang, Wen-Hao Liu, Haoxing Ren
2026	J	`jnl`	MapTune: Versatile ASIC Technology Mapping via Reinforcement Learning Guided Library Tuning. ACM Trans. Design Autom. Electr. Syst. Mingju Liu, Daniel Robinson, Yingjie Li, Johannes Maximilian Kühn, Rongjian Liang, Haoxing Ren, Cunxi Yu
2025	J	`jnl`	Autonomous Code Evolution Meets NP-Completeness. CoRR Cunxi Yu, Rongjian Liang, Chia-Tung Ho, Haoxing Ren
2025	A*	`conf`	Crane: Inter-Layer Scheduling Framework for DNN Inference and Training Co-Support on Tiled Architecture. MICRO Yu Gong, Lingyi Huang, Haodong Chang, Rongjian Liang, Cheng Yang, Zhexiang Tang, Jiang Hu, Bo Yuan
2025	A*	`conf`	DCO-3D: Differentiable Congestion Optimization in 3D ICs. DAC Hao-Hsiang Hsiao, Yi-Chen Lu, Pruek Vanna-Iampikul, Anthony Agnesina, Rongjian Liang, Yuan-Hsiang Lu, Haoxing Ren, Sung Kyu Lim
2025	J	`jnl`	DiMO-CNN: Deep Learning Toolkit-Accelerated Analytical Modeling and Optimization of CNN Hardware and Dataflow. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Jianfeng Song, Rongjian Liang, Bo Yuan, Jiang Hu
2025	—	`conf`	GOALPlace: Begin with the End in Mind. ISPD Anthony Agnesina, Rongjian Liang, Geraldo Pradipta, Anand Rajaram, Haoxing Ren
2025	J	`jnl`	HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization. CoRR Hongzheng Chen, Yingheng Wang, Yaohui Cai, Hins Hu, Jiajie Li, Shirley Huang, Chenhui Deng, Rongjian Liang, Shufeng Kong, Haoxing Ren, Samitha Samaranayake, Carla P. Gomes, Zhiru Zhang
2025	A	`conf`	Hybrid Exact and Heuristic Efficient Transistor Network Optimization for Multi-Output Logic. DATE Lang Feng, Rongjian Liang, Hongxin Kong
2025	A*	`conf`	INSTA: An Ultra-Fast, Differentiable, Statistical Static Timing Analysis Engine for Industrial Physical Design Applications. DAC Yi-Chen Lu, Zhizheng Guo, Kishor Kunal, Rongjian Liang, Haoxing Ren
2025	A	`conf`	Invited Paper: 2025 ICCAD CAD Contest Problem C: Incremental Placement Optimization Beyond Detailed Placement: Simultaneous Gate Sizing, Buffering, and Cell Relocation. ICCAD Yi-Chen Lu, Rongjian Liang, Wen-Hao Liu, Haoxing Ren
2025	—	`conf`	Invited Paper: MLCAD 2025 Contest on ReSynthAI: Physical-aware Logic Resynthesis using AI. MLCAD Vikram Gopalakrishnan, Atmadip Dey, Rongjian Liang, Yanqing Zhang, Haoxing Ren, Vidya A. Chhabria
2025	—	`conf`	Invited: ISPD 2025 Performance-Driven Large Scale Global Routing Contest. ISPD Rongjian Liang, Anthony Agnesina, Wen-Hao Liu, Matt Liberty, Hsin-Tzu Chang, Haoxing Ren
2025	—	`conf`	LEGO-Size: LLM-Enhanced GPU-Optimized Signoff-Accurate Differentiable VLSI Gate Sizing in Advanced Nodes. ISPD Yi-Chen Lu, Kishor Kunal, Geraldo Pradipta, Rongjian Liang, Ravikishore Gandikota, Haoxing Ren
2025	A	`conf`	LLM4Verilog: Building Large-Scale, High-Quality Data Infrastructure for Verilog Code Generation via Community Efforts. ICCAD Zhongzhi Yu, Chaojian Li, Yongan Zhang, Mingjie Liu, Nathaniel Ross Pinckney, Wenfei Zhou, Rongjian Liang, Haoyu Yang, Haoxing Ren, Yingyan Celine Lin
2025	J	`jnl`	Learning Library Cell Representations in Vector Space. CoRR Rongjian Liang, Yi-Chen Lu, Wen-Hao Liu, Haoxing Ren
2025	A*	`conf`	Reinforcement Learning-Driven Window Selection for Enhanced Window-Based Rip-up and Reroute in Chip Detailed Routing. DAC Yu-Chan Keng, Yu-Chun Pai, Wen-Hao Liu, Haoxing Ren, Danny Liu, Rongjian Liang, Mark Ho, Anthony Agnesina, Yih-Lang Li
2025	J	`jnl`	SchemaCoder: Automatic Log Schema Extraction Coder with Residual Q-Tree Boosting. CoRR Lily Jiaxin Wan, Chia-Tung Ho, Rongjian Liang, Cunxi Yu, Deming Chen, Haoxing Ren
2024	A	`conf`	2024 ICCAD CAD Contest Problem C: Scalable Logic Gate Sizing Using ML Techniques and GPU Acceleration. ICCAD Bing-Yue Wu, Rongjian Liang, Geraldo Pradipta, Anthony Agnesina, Haoxing Ren, Vidya A. Chhabria
2024	A*	`conf`	DGR: Differentiable Global Router. DAC Wei Li, Rongjian Liang, Anthony Agnesina, Haoyu Yang, Chia-Tung Ho, Anand Rajaram, Haoxing Ren
2024	A	`conf`	DiMO-Sparse: Differentiable Modeling and Optimization of Sparse CNN Dataflow and Hardware Architecture. DATE Jianfeng Song, Rongjian Liang, Yu Gong, Bo Yuan, Jiang Hu
2024	J	`jnl`	GOALPlace: Begin with the End in Mind. CoRR Anthony Agnesina, Rongjian Liang, Geraldo Pradipta, Anand Rajaram, Haoxing Ren
2024	—	`conf`	GPU/ML-Enhanced Large Scale Global Routing Contest. ISPD Rongjian Liang, Anthony Agnesina, Wen-Hao Liu, Haoxing Ren
2024	A	`conf`	Invited Paper: LLM4HWDesign Contest: Constructing a Comprehensive Dataset for LLM-Assisted Hardware Code Generation with Community Efforts. ICCAD Zhongzhi Yu, Chaojian Li, Yongan Zhang, Mingjie Liu, Nathaniel Ross Pinckney, Wenfei Zhou, Haoyu Yang, Rongjian Liang, Haoxing Ren, Yingyan Celine Lin
2024	—	`conf`	Learning to Compare Hardware Designs for High-Level Synthesis. MLCAD Yunsheng Bai, Atefeh Sohrabizadeh, Zijian Ding, Rongjian Liang, Weikai Li, Ding Wang, Haoxing Ren, Yizhou Sun, Jason Cong
2024	J	`jnl`	Learning to Compare Hardware Designs for High-Level Synthesis. CoRR Yunsheng Bai, Atefeh Sohrabizadeh, Zijian Ding, Rongjian Liang, Weikai Li, Ding Wang, Haoxing Ren, Yizhou Sun, Jason Cong
2024	—	`conf`	MedPart: A Multi-Level Evolutionary Differentiable Hypergraph Partitioner. ISPD Rongjian Liang, Anthony Agnesina, Haoxing Ren
2024	Misc	`conf`	OpenROAD and CircuitOps: Infrastructure for ML EDA Research and Education. VTS Vidya A. Chhabria, Wenjing Jiang, Andrew B. Kahng, Rongjian Liang, Haoxing Ren, Sachin S. Sapatnekar, Bing-Yue Wu
2024	—	`conf`	ReLS: Retrieval Is Efficient Knowledge Transfer For Logic Synthesis. MLCAD Rongjian Liang, Chia-Tung Ho, Anthony Agnesina, Wen-Hao Liu, Haoxing Ren
2023	—	`conf`	BufFormer: A Generative ML Framework for Scalable Buffering. ASP-DAC Rongjian Liang, Siddhartha Nath, Anand Rajaram, Jiang Hu, Haoxing Ren
2023	J	`jnl`	ChipNeMo: Domain-Adapted LLMs for Chip Design. CoRR Mingjie Liu, Teodor-Dumitru Ene, Robert Kirby, Chris Cheng, Nathaniel Ross Pinckney, Rongjian Liang, Jonah Alben, Himyanshu Anand, Sanmitra Banerjee, Ismet Bayraktaroglu, Bonita Bhaskaran, Bryan Catanzaro, Arjun Chaudhuri, Sharon Clay, Bill Dally, Laura Dang, Parikshit Deshpande, Siddhanth Dhodhi, Sameer Halepete, Eric Hill, Jiashang Hu, Sumit Jain, Brucek Khailany, Kishor Kunal, Xiaowei Li, Hao Liu, Stuart F. Oberman, Sujeet Omar, Sreedhar Pratty, Jonathan Raiman, Ambar Sarkar, Zhengjiang Shao, Hanfei Sun, Pratik P. Suthar, Varun Tej, Kaizhe Xu, Haoxing Ren
2023	A	`conf`	Invited Paper: CircuitOps: An ML Infrastructure Enabling Generative AI for VLSI Circuit Optimization. ICCAD Rongjian Liang, Anthony Agnesina, Geraldo Pradipta, Vidya A. Chhabria, Haoxing Ren
2023	A*	`conf`	Late Breaking Results: Test Selection For RTL Coverage By Unsupervised Learning From Fast Functional Simulation. DAC Rongjian Liang, Nathaniel Ross Pinckney, Yuji Chai, Haoxin Ren, Brucek Khailany
2022	A	`conf`	A Stochastic Approach to Handle Non-Determinism in Deep Learning-Based Design Rule Violation Predictions. ICCAD Rongjian Liang, Hua Xiang, Jinwook Jung, Jiang Hu, Gi-Joon Nam
2022	A	`conf`	Deep Learning Toolkit-Accelerated Analytical Co-Optimization of CNN Hardware and Dataflow. ICCAD Rongjian Liang, Jianfeng Song, Bo Yuan, Jiang Hu
2022	J	`jnl`	Design Rule Violation Prediction at Sub-10-nm Process Nodes Using Customized Convolutional Networks. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Rongjian Liang, Hua Xiang, Diwesh Pandey, Lakshmi N. Reddy, Shyam Ramji, Gi-Joon Nam, Jiang Hu
2022	—	`conf`	Mapping Large Scale Finite Element Computing on to Wafer-Scale Engines. ASP-DAC Yishuang Lin, Rongjian Liang, Yaguang Li, Hailiang Hu, Jiang Hu
2022	J	`jnl`	Preplacement Net Length and Timing Estimation by Customized Graph Neural Network. IEEE Trans. Comput. Aided Des. Integr. Circuits Syst. Zhiyao Xie, Rongjian Liang, Xiaoqing Xu, Jiang Hu, Chen-Chia Chang, Jingyu Pan, Yiran Chen
2021	A	`conf`	Automatic Routability Predictor Development Using Neural Architecture Search. ICCAD Chen-Chia Chang, Jingyu Pan, Tunhou Zhang, Zhiyao Xie, Jiang Hu, Weiyi Qi, Chung-Wei Lin, Rongjian Liang, Joydeep Mitra, Elias Fallon, Yiran Chen
2021	A	`conf`	FlowTuner: A Multi-Stage EDA Flow Tuner Exploiting Parameter Knowledge Transfer. ICCAD Rongjian Liang, Jinwook Jung, Hua Xiang, Lakshmi N. Reddy, Alexey Lvov, Jiang Hu, Gi-Joon Nam
2021	—	`conf`	Net2: A Graph Attention Network Method Customized for Pre-Placement Net Length Estimation. ASP-DAC Zhiyao Xie, Rongjian Liang, Xiaoqing Xu, Jiang Hu, Yixiao Duan, Yiran Chen
2020	J	`jnl`	Automatic Routability Predictor Development Using Neural Architecture Search. CoRR Jingyu Pan, Chen-Chia Chang, Tunhou Zhang, Zhiyao Xie, Jiang Hu, Weiyi Qi, Chung-Wei Lin, Rongjian Liang, Joydeep Mitra, Elias Fallon, Yiran Chen
2020	—	`conf`	DRC Hotspot Prediction at Sub-10nm Process Nodes Using Customized Convolutional Network. ISPD Rongjian Liang, Hua Xiang, Diwesh Pandey, Lakshmi N. Reddy, Shyam Ramji, Gi-Joon Nam, Jiang Hu
2020	J	`jnl`	Net2: A Graph Attention Network Method Customized for Pre-Placement Net Length Estimation. CoRR Zhiyao Xie, Rongjian Liang, Xiaoqing Xu, Jiang Hu, Yixiao Duan, Yiran Chen
2020	A	`conf`	Routing-Free Crosstalk Prediction. ICCAD Rongjian Liang, Zhiyao Xie, Jinwook Jung, Vishnavi Chauha, Yiran Chen, Jiang Hu, Hua Xiang, Gi-Joon Nam
2020	J	`jnl`	Virtual-joint based motion similarity criteria for human-robot kinematics mapping. Robotics Auton. Syst. Zhang Chen, Ziwei Wang, Rongjian Liang, Bin Liang, Tao Zhang