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Key Publications

• • ReAx: Resource-efficient Asynchronous Execution for Accelerating LLM Fine-tuning at the Edge (IEEE ESL, 2026)
• • SQUAD: A Scalable Quantization Accelerator Toward Energy-Efficient On-Device QAT (IEEE Access, 2025)
• • Scale-CIM: Precision-Scalable Computing-in-Memory for Energy-Efficient Quantized Neural Networks (JSA, 2023)

Key Publications

• • SHIFT ECC: A Value Converting HBM ECC Approach for Refresh Energy Efficient Integer Quantized DNN Inference (ISLPED, 2025)
• • Bandwidth-Effective DRAM Cache for GPUs with Storage-Class Memory (HPCA, 2024)
• • Sparrow ECC: A Lightweight ECC Approach for HBM Refresh Reduction (ISLPED, 2024 (Best Paper))
• • ZEC ECC: A Zero-byte Eliminating Compression Based ECC Scheme (IEEE Access, 2024)
• • Twin ECC: A Data Duplication Based ECC for Strong DRAM Error Resilience (DATE, 2023)
• • Stealth ECC: A Data-Width Aware Adaptive ECC Scheme (DATE, 2022)

Key Publications

• • Quantifying the Impact of Monolithic 3D (M3D) Integration on L1 Caches (IEEE TETC, 2021)
• • M3D-based SRAM/MRAM Hybrid Memory for an Energy-efficient Unified L2 TLB-Cache (IEEE Access, 2021)
• • Monolithic 3D Stacked Multiply-Accumulate Units (VLSI Journal, 2021)
• • Exploring the Relation between M3D L1 GPU Cache Capacity and Warp Scheduling (ISLPED, 2019)
• • Thermal Modeling and Validation of a Real-World Mobile AP (IEEE D&T, 2018)