CRFs based de-identification of medical records. - Bin He 005; Yi Guan; Jianyi Cheng; Keting Cen; Wenlan Hua (J. Biomed. Informatics, 2015)

Building a comprehensive syntactic and semantic corpus of Chinese clinical texts. - Bin He 005; Bin Dong 003; Yi Guan; Jinfeng Yang; Zhipeng Jiang; Qiubin Yu; Jianyi Cheng; Chunyan Qu (J. Biomed. Informatics, 2017)

EASY: Efficient Arbiter SYnthesis from Multi-threaded Code. - Jianyi Cheng; Shane T. Fleming; Yu Ting Chen; Jason Helge Anderson; George A. Constantinides (FPGA, 2019)

Combining Dynamic & Static Scheduling in High-level Synthesis. - Jianyi Cheng; Lana Josipovic; George A. Constantinides; Paolo Ienne; John Wickerson (FPGA, 2020)

Probabilistic Scheduling in High-Level Synthesis. - Jianyi Cheng; John Wickerson; George A. Constantinides (FCCM, 2021)

Probabilistic Optimization for High-Level Synthesis. - Jianyi Cheng; John Wickerson; George A. Constantinides (FPGA, 2021)

Exploiting the Correlation between Dependence Distance and Latency in Loop Pipelining for HLS. - Jianyi Cheng; John Wickerson; George A. Constantinides (FPL, 2021)

A Concept Knowledge-Driven Keywords Retrieval Framework for Sponsored Search. - Yijiang Lian; Yubo Liu; Zhicong Ye; Liang Yuan; Yanfeng Zhu 003; Min Zhao; Jianyi Cheng; Xinwei Feng (CoRR, 2021)

Phism: Polyhedral High-Level Synthesis in MLIR. - Ruizhe Zhao; Jianyi Cheng (CoRR, 2021)

ScaleHLS: Scalable High-Level Synthesis through MLIR. - Hanchen Ye; Cong Hao; Jianyi Cheng; Hyunmin Jeong; Jack Huang; Stephen Neuendorffer; Deming Chen (CoRR, 2021)

Dynamic C-Slow Pipelining for HLS. - Jianyi Cheng; John Wickerson; George A. Constantinides (FCCM, 2022)

Finding and Finessing Static Islands in Dynamically Scheduled Circuits. - Jianyi Cheng; John Wickerson; George A. Constantinides (FPGA, 2022)

Dynamic Inter-Block Scheduling for HLS. - Jianyi Cheng; Lana Josipovic; George A. Constantinides; John Wickerson (FPL, 2022)

POLSCA: Polyhedral High-Level Synthesis with Compiler Transformations. - Ruizhe Zhao; Jianyi Cheng; Wayne Luk; George A. Constantinides (FPL, 2022)

Area-Efficient Memory Scheduling for Dynamically Scheduled High-Level Synthesis. - Xuefei He; Jianyi Cheng; George A. Constantinides (FPT, 2022)

ScaleHLS: A New Scalable High-Level Synthesis Framework on Multi-Level Intermediate Representation. - Hanchen Ye; Cong Hao; Jianyi Cheng; Hyunmin Jeong; Jack Huang; Stephen Neuendorffer; Deming Chen (HPCA, 2022)

Efficient Memory Arbitration in High-Level Synthesis From Multi-Threaded Code. - Jianyi Cheng; Shane T. Fleming; Yu Ting Chen; Jason Helge Anderson; John Wickerson; George A. Constantinides (IEEE Trans. Computers, 2022)

DASS: Combining Dynamic & Static Scheduling in High-Level Synthesis. - Jianyi Cheng; Lana Josipovic; George A. Constantinides; Paolo Ienne; John Wickerson (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2022)

Revisiting Block-based Quantisation: What is Important for Sub-8-bit LLM Inference? - Cheng Zhang; Jianyi Cheng; Ilia Shumailov; George A. Constantinides; Yiren Zhao (EMNLP, 2023)

PASS: Exploiting Post-Activation Sparsity in Streaming Architectures for CNN Acceleration. - Alexander Montgomerie-Corcoran; Zhewen Yu; Jianyi Cheng; Christos-Savvas Bouganis (FPL, 2023)

Fast Prototyping Next-Generation Accelerators for New ML Models using MASE: ML Accelerator System Exploration. - Jianyi Cheng; Cheng Zhang; Zhewen Yu; Alexander Montgomerie-Corcoran; Can Xiao; Christos-Savvas Bouganis; Yiren Zhao (CoRR, 2023)

SEER: Super-Optimization Explorer for HLS using E-graph Rewriting with MLIR. - Jianyi Cheng; Samuel Coward; Lorenzo Chelini; Rafael Barbalho; Theo Drane (CoRR, 2023)

GSA to HDL: Towards principled generation of dynamically scheduled circuits. - Aditya Rajagopal; Diederik Adriaan Vink; Jianyi Cheng; Yann Herklotz (CoRR, 2023)

Balancing Static Islands in Dynamically Scheduled Circuits Using Continuous Petri Nets. - Jianyi Cheng; Estíbaliz Fraca; John Wickerson; George A. Constantinides (IEEE Trans. Computers, 2023)

Parallelising Control Flow in Dynamic-scheduling High-level Synthesis. - Jianyi Cheng; Lana Josipovic; John Wickerson; George A. Constantinides (ACM Trans. Reconfigurable Technol. Syst., 2023)

SEER: Super-Optimization Explorer for High-Level Synthesis using E-graph Rewriting. - Jianyi Cheng; Samuel Coward; Lorenzo Chelini; Rafael Barbalho; Theo Drane (ASPLOS (2), 2024)

HASS: Hardware-Aware Sparsity Search for Dataflow DNN Accelerator. - Zhewen Yu; Sudarshan Sreeram; Krish Agrawal; Junyi Wu; Alexander Montgomerie-Corcoran; Cheng Zhang; Jianyi Cheng; Christos-Savvas Bouganis; Yiren Zhao (FPL, 2024)

LQER: Low-Rank Quantization Error Reconstruction for LLMs. - Cheng Zhang; Jianyi Cheng; George Anthony Constantinides; Yiren Zhao (ICML, 2024)

Scaling Laws for Mixed quantization in Large Language Models. - Zeyu Cao; Cheng Zhang; Pedro Gimenes; Jianqiao Lu; Jianyi Cheng; Yiren Zhao (CoRR, 2024)

Refining Salience-Aware Sparse Fine-Tuning Strategies for Language Models. - Xinxin Liu; Aaron Thomas; Cheng Zhang; Jianyi Cheng; Yiren Zhao; Xitong Gao (ACL (1), 2025)

Microscaling Vision Transformers on FPGAs. - Can Xiao; Jianyi Cheng; Aaron Zhao (FCCM, 2025)

LLM4DV: Using Large Language Models for Hardware Test Stimuli Generation. - Zixi Zhang; Balint Szekely; Pedro Gimenes; Greg Chadwick; Hugo McNally; Jianyi Cheng; Robert D. Mullins; Yiren Zhao (FCCM, 2025)

Latency Insensitivity Testing for Dataflow HLS Designs. - Jianyi Cheng; Lianghui Wang; Zijian Jiang; Yungang Bao; Kan Shi (FPGA, 2025)

Adaptive CHERI Compartmentalization for Heterogeneous Accelerators. - Jianyi Cheng; A. Theodore Markettos; Alexandre Joannou; Paul Metzger; Matthew Naylor; Peter Rugg; Timothy M. Jones 001 (ISCA, 2025)

BitDecoding: Unlocking Tensor Cores for Long-Context LLMs Decoding with Low-Bit KV Cache. - Dayou Du; Shijie Cao; Jianyi Cheng; Ting Cao; Mao Yang 004 (CoRR, 2025)

eqsat: An Equality Saturation Dialect for Non-destructive Rewriting. - Jules Merckx; Alexandre Lopoukhine; Samuel Coward; Jianyi Cheng; Bjorn De Sutter; Tobias Grosser (CoRR, 2025)

Refining Datapath for Microscaling ViTs. - Can Xiao; Jianyi Cheng; Aaron Zhao (CoRR, 2025)