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Xuehai Zhou

Professor

University of Science and Technology of China

China

Research Interests

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Articles (20)

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2027

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2027

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2027

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2026

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2026

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2026

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2026

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2025

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2025

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2025

Collaborators (2)

Min Wu

Agency for Science, Technology and Research (A*STAR)

SINGAPORE

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Wenqi Lou

University of Science and Technology of China

CHINA

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Xuehai Zhou

Research Interests

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Articles (20)

Realizable N:M Sparse Transformer Inference via Search–Kernel Co-design

Two-Stage Hierarchy-Aware Learning with Gradient Conflict Mitigation for HLS Latency and Resource Prediction

Window-Diffusion: Accelerating Diffusion Language Model Inference with Windowed Token Pruning and Caching

FG-KD: A Novel Forward Gradient-Based Framework for Teacher Knowledge Augmentation

Out-of-Memory Graph Processing Acceleration via Algorithmic-Hardware Codesign on FPGAs

LORA: A Latency-Oriented Recurrent Architecture for Large Language Model on Multi-FPGA Platform With Communication Optimization

UniSparTa: A Unified Sparse Tensor Program Tuning Framework

AsyncGrid: An Intralayer and Interlayer Asynchronous Hybrid Parallelism System for Responsive Edge LLM Inference

CSCL: Bridging the plasticity-stability gap in continuous supervised contrastive learning

TETRIS: A Novel FPGA Virtualization Framework for Fine-grained Sharing via Hierarchical Reconfiguration

MultiLens: A Multiobjective Adaptive DVFS Framework for Energy-Efficient DNN Inference

UDP: A U niversal D SP P acking Framework for Low-bitwidth MAC Acceleration on FPGAs

MoE-Sched: Enabling Efficient FPGA Deployment of Mixture-of-Experts Vision Transformers via Coordinated Scheduling

UniCoX: A Unified Cost Model for Tensorized Program Tuning Across Ubiquitous Accelerators

An FPGA-based MAC Acceleration Architecture with Coarse-Grained Encoding for Bit-Level Sparsity

Frequency-Oriented HLS Accelerator Exploration via Congestion-Aware Mapping on Multi-Die FPGA

MP3: Mixed-Precision Pipeline Parallelism Framework for Heterogeneous Edge Devices

Picasso: Analyzing Prompt Design for Text-to-Image Generative Diffusion Models from a Temporal-Spatial Perspective

QLlama: An FPGA-Based Microscaling Quantization Accelerator for Energy-Efficient Llama2 Inference

Toward Efficient FPGA Accelerator DSE via Hierarchical and RM-Guided Methods

Collaborators (2)

Min Wu

Wenqi Lou

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