AI Hardware and Algorithm Lab

Hanyang University, Seoul, Korea

Our Research Adventures

Welcome to AI Hardware and Algorithm Lab at Hanyang University. At our lab, we are at the forefront of innovating algorithms and hardware architectures for high-speed and energy-efficient artificial intelligence. Our lab specializes in the seamless integration of algorithm-hardware co-design and the optimization of deep learning software, setting new benchmarks in AI efficiency. At the intersection of algorithm brilliance and hardware robustness, we are redefining the boundaries of AI capabilities, committed to advancing the future of intelligent systems.

Latest News

[Oct 27, 2023] Our paper titled "SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving" has been accepted at IEEE International Symposium on High-Performance Computer Architecture (HPCA 2024).

[Oct 8, 2023] Our paper titled "Enhancing Computation Efficiency in Large Language Models through Weight and Activation Quantization" has been accepted at The 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023).

[Sep 22, 2023] Our paper titled "Token-Scaled Logit Distillation for Ternary Weight Generative Language Models" has been accepted at Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023).

[Feb 24, 2023] Our paper titled "Range-Invariant Approximation of Non-Linear Operations for Efficient BERT Fine-Tuning" has been accepted at 2023 60th ACM/IEEE Design Automation Conference (DAC 2023).

[Oct 9, 2022] Our paper titled "Understanding and Improving Knowledge Distillation for Quantization-Aware Training of Large Transformer Encoders" has been accepted at The 2022 Conference on Empirical Methods in Natural Language Processing (EMNLP 2022).

[Feb 20, 2022] Our paper titled "Nn-lut: neural approximation of non-linear operations for efficient transformer inference" has been accepted at 2022 59th ACM/IEEE Design Automation Conference (DAC 2022).