FP-AMG: FPGA-Based Acceleration Framework for Algebraic Multigrid Solvers. - Pouya Haghi; Tong Geng; Anqi Guo; Tianqi Wang; Martin C. Herbordt (FCCM, 2020)

Accelerating MPI Collectives with FPGAs in the Network and Novel Communicator Support. - Qingqing Xiong; Chen Yang 010; Pouya Haghi; Anthony Skjellum; Martin C. Herbordt (FCCM, 2020)

FPGAs in the Network and Novel Communicator Support Accelerate MPI Collectives. - Pouya Haghi; Anqi Guo; Qingqing Xiong; Rushi Patel; Chen Yang 010; Tong Geng; Justin T. Broaddus; Ryan J. Marshall; Anthony Skjellum; Martin C. Herbordt (HPEC, 2020)

A Reconfigurable Compute-in-the-Network FPGA Assistant for High-Level Collective Support with Distributed Matrix Multiply Case Study. - Pouya Haghi; Anqi Guo; Tong Geng; Justin T. Broaddus; Derek Schafer; Anthony Skjellum; Martin C. Herbordt (FPT, 2020)

AWB-GCN: A Graph Convolutional Network Accelerator with Runtime Workload Rebalancing. - Tong Geng; Ang Li 006; Runbin Shi; Chunshu Wu; Tianqi Wang; Yanfei Li; Pouya Haghi; Antonino Tumeo; Shuai Che; Steven K. Reinhardt; Martin C. Herbordt (MICRO, 2020)

O⁴-DNN: A Hybrid DSP-LUT-Based Processing Unit With Operation Packing and Out-of-Order Execution for Efficient Realization of Convolutional Neural Networks on FPGA Devices. - Pouya Haghi; Mehdi Kamal; Ali Afzali-Kusha; Massoud Pedram (IEEE Trans. Circuits Syst. I Regul. Pap., 2020)

A Survey: Handling Irregularities in Neural Network Acceleration with FPGAs. - Tong Geng; Chunshu Wu; Cheng Tan 002; Chenhao Xie 001; Anqi Guo; Pouya Haghi; Sarah Yuan He; Jiajia Li 001; Martin C. Herbordt; Ang Li 006 (HPEC, 2021)

Workload Imbalance in HPC Applications: Effect on Performance of In-Network Processing. - Pouya Haghi; Anqi Guo; Tong Geng; Anthony Skjellum; Martin C. Herbordt (HPEC, 2021)

FCsN: A FPGA-Centric SmartNIC Framework for Neural Networks. - Anqi Guo; Tong Geng; Yongan Zhang; Pouya Haghi; Chunshu Wu; Cheng Tan 002; Yingyan Lin; Ang Li 006; Martin C. Herbordt (FCCM, 2022)

COPA Use Case: Distributed Secure Joint Computation. - Rushi Patel; Pouya Haghi; Shweta Jain 005; Andriy Kot; Venkata Krishnan; Mayank Varia; Martin C. Herbordt (FCCM, 2022)

A Framework for Neural Network Inference on FPGA-Centric SmartNICs. - Anqi Guo; Tong Geng; Yongan Zhang; Pouya Haghi; Chunshu Wu; Cheng Tan 002; Yingyan Lin; Ang Li 006; Martin C. Herbordt (FPL, 2022)

Optimized Mappings for Symmetric Range-Limited Molecular Force Calculations on FPGAs. - Chunshu Wu; Sahan Bandara; Tong Geng; Anqi Guo; Pouya Haghi; Vipin Sachdeva; Woody Sherman; Martin C. Herbordt (FPL, 2022)

The Viability of Using Online Prediction to Perform Extra Work while Executing BSP Applications. - Po Hao Chen 002; Pouya Haghi; Jae Yoon Chung; Tong Geng; Richard West; Anthony Skjellum; Martin C. Herbordt (HPEC, 2022)

Distributed Hardware Accelerated Secure Joint Computation on the COPA Framework. - Rushi Patel; Pouya Haghi; Shweta Jain 005; Andriy Kot; Venkata Krishnan; Mayank Varia; Martin C. Herbordt (HPEC, 2022)

Reconfigurable switches for high performance and flexible MPI collectives. - Pouya Haghi; Anqi Guo; Qingqing Xiong; Chen Yang 010; Tong Geng; Justin T. Broaddus; Ryan J. Marshall; Derek Schafer; Anthony Skjellum; Martin C. Herbordt (Concurr. Comput. Pract. Exp., 2022)

Software-Hardware Co-design of Heterogeneous SmartNIC System for Recommendation Models Inference and Training. - Anqi Guo; Yuchen Hao; Chunshu Wu; Pouya Haghi; Zhenyu Pan; Min Si; Dingwen Tao; Ang Li 006; Martin C. Herbordt; Tong Geng (ICS, 2023)

FLASH: FPGA-Accelerated Smart Switches with GCN Case Study. - Pouya Haghi; William Krska; Cheng Tan 002; Tong Geng; Po Hao Chen 002; Connor Greenwood; Anqi Guo; Thomas M. Hines; Chunshu Wu; Ang Li 006; Anthony Skjellum; Martin C. Herbordt (ICS, 2023)

FASDA: An FPGA-Aided, Scalable and Distributed Accelerator for Range-Limited Molecular Dynamics. - Chunshu Wu; Tong Geng; Anqi Guo; Sahan Bandara; Pouya Haghi; Chuan Liu 001; Ang Li 006; Martin C. Herbordt (SC, 2023)

A Survey of Potential MPI Complex Collectives: Large-Scale Mining and Analysis of HPC Applications. - Pouya Haghi; Ryan J. Marshall; Po Hao Chen 002; Anthony Skjellum; Martin C. Herbordt (CoRR, 2023)

Cycle-Stealing in Load-Imbalanced HPC Applications. - Po Hao Chen 002; Akshaya Bali; Shining Yang; Pouya Haghi; Carlton Knox; Benjamin Li; Amr Akmal Abouelmagd; Anthony Skjellum; Martin C. Herbordt (HPEC, 2024)

SmartFuse: Reconfigurable Smart Switches to Accelerate Fused Collectives in HPC Applications. - Pouya Haghi; Cheng Tan 002; Anqi Guo; Chunshu Wu; Dongfang Liu; Ang Li 006; Anthony Skjellum; Tong Geng; Martin C. Herbordt (ICS, 2024)

Bridging the Gap Between LLMs and LNS with Dynamic Data Format and Architecture Codesign. - Pouya Haghi; Chunshu Wu; Zahra Azad; Yanfei Li; Andrew Gui; Yuchen Hao; Ang Li 006; Tony Tong Geng (MICRO, 2024)

FPGA-Accelerated Range-Limited Molecular Dynamics. - Chunshu Wu; Chen Yang 010; Sahan Bandara; Tong Geng; Anqi Guo; Pouya Haghi; Ang Li 006; Martin C. Herbordt (IEEE Trans. Computers, 2024)

InstaTrain: Adaptive Training via Ultra-Fast Natural Annealing within Dynamical Systems. - Chuan Liu 001; Ruibing Song; Chunshu Wu; Pouya Haghi; Tong Geng (ICLR, 2025)

DS-TPU: Dynamical System for on-Device Lifelong Graph Learning with Nonlinear Node Interaction. - Chunshu Wu; Ruibing Song; Chuan Liu 001; Pouya Haghi; Ang Li 006; Michael Huang; Tony Tong Geng (ISCA, 2025)

ACiS: Complex Processing in the Switch Fabric. - Pouya Haghi; Anqi Guo; Tong Geng; Anthony Skjellum; Martin C. Herbordt (CoRR, 2025)