| Token-Scaled Logit Distillation for Ternary Weight Generative Language Models M Kim, S Lee, J Lee, S Hong, DS Chang, W Sung, J Choi Advances in Neural Information Processing Systems 36, 2023 | 17 | 2023 |
| Enhancing computation efficiency in large language models through weight and activation quantization J Lee, M Kim, S Baek, SJ Hwang, W Sung, J Choi Proceedings of the 2023 Conference on Empirical Methods in Natural Language …, 2023 | 8 | 2023 |
| SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving M Lee, S Park, H Kim, M Yoon, J Lee, JW Choi, NS Kim, M Kang, J Choi 2024 IEEE International Symposium on High-Performance Computer Architecture …, 2024 | 4 | 2024 |
| Finding optimal numerical format for sub-8-bit post-training quantization of vision transformers J Lee, Y Hwang, J Choi ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and …, 2023 | 3 | 2023 |
| Range-Invariant Approximation of Non-Linear Operations for Efficient BERT Fine-Tuning J Kim, J Lee, JH Han, S Lee, J Choi 2023 60th ACM/IEEE Design Automation Conference (DAC), 1-6, 2023 | 2 | 2023 |
| PillarAcc: Sparse PointPillars Accelerator for Real-Time Point Cloud 3D Object Detection on Edge Devices M Lee, H Kim, S Park, M Yoon, J Lee, J Choi, M Kang, J Choi arXiv preprint arXiv:2305.07522, 2023 | 2 | 2023 |
| Optimizing Exponent Bias for Sub-8bit Floating-Point Inference of Fine-tuned Transformers J Lee, J Choi 2022 IEEE 4th International Conference on Artificial Intelligence Circuits …, 2022 | 2 | 2022 |
| RILQ: Rank-Insensitive LoRA-based Quantization Error Compensation for Boosting 2-bit Large Language Model Accuracy G Lee, J Lee, S Hong, M Kim, E Ahn, DS Chang, J Choi arXiv preprint arXiv:2412.01129, 2024 | | 2024 |
| AMXFP4: Taming Activation Outliers with Asymmetric Microscaling Floating-Point for 4-bit LLM Inference J Lee, J Park, J Kim, Y Kim, J Oh, J Oh, J Choi arXiv preprint arXiv:2411.09909, 2024 | | 2024 |
| Improving Conversational Abilities of Quantized Large Language Models via Direct Preference Alignment J Lee, S Park, S Hong, M Kim, DS Chang, J Choi Proceedings of the 62nd Annual Meeting of the Association for Computational …, 2024 | | 2024 |
| ISP2DLA: Automated Deep Learning Accelerator Design for On-Sensor Image Signal Processing D Won, Y Kim, J Lee, M Lee, J Bae, J Park, J Song, J Choi 2024 IEEE 35th International Conference on Application-specific Systems …, 2024 | | 2024 |
| Searching Optimal Floating-Point Format for Sub-8-Bit Large Language Model Inference Y Hwang, J Lee, J Park, J Lim, J Choi 2024 International Conference on Electronics, Information, and Communication …, 2024 | | 2024 |
Jungwook ChoiHanyang UniversityVerified email at hanyang.ac.kr
