| 2024 | ACL | RA-LoRA: Rank-Adaptive Parameter-Efficient Fine-Tuning for Accurate 2-bit Quantized Large Language Models. | Minsoo Kim, Sihwa Lee, Wonyong Sung, Jungwook Choi |
| 2023 | EACL | Teacher Intervention: Improving Convergence of Quantization Aware Training for Ultra-Low Precision Transformers. | Minsoo Kim, Kyuhong Shim, Seongmin Park, Wonyong Sung, Jungwook Choi |
| 2023 | EMNLP | Enhancing Computation Efficiency in Large Language Models through Weight and Activation Quantization. | Janghwan Lee, Minsoo Kim, Seungcheol Baek, Seok Joong Hwang, Wonyong Sung, Jungwook Choi |
| 2022 | ICLR | Understanding the Role of Self Attention for Efficient Speech Recognition. | Kyuhong Shim, Jungwook Choi, Wonyong Sung |
| 2022 | Interspeech | Similarity and Content-based Phonetic Self Attention for Speech Recognition. | Kyuhong Shim, Wonyong Sung |
| 2021 | AAAI | Stochastic Precision Ensemble: Self-Knowledge Distillation for Quantized Deep Neural Networks. | Yoonho Boo, Sungho Shin, Jungwook Choi, Wonyong Sung |
| 2021 | ICASSP | SQWA: Stochastic Quantized Weight Averaging For Improving The Generalization Capability Of Low-Precision Deep Neural Networks. | Sungho Shin, Yoonho Boo, Wonyong Sung |
| 2020 | AAAI | HLHLp: Quantized Neural Networks Training for Reaching Flat Minima in Loss Surface. | Sungho Shin, Jinhwan Park, Yoonho Boo, Wonyong Sung |
| 2020 | ICASSP | Fixed-Point Optimization of Transformer Neural Network. | Yoonho Boo, Wonyong Sung |
| 2020 | ICASSP | Low-Latency Lightweight Streaming Speech Recognition with 8-Bit Quantized Simple Gated Convolutional Neural Networks. | Jinhwan Park, Xue Qian, Youngmin Jo, Wonyong Sung |
| 2020 | Interspeech | Effect of Adding Positional Information on Convolutional Neural Networks for End-to-End Speech Recognition. | Jinhwan Park, Wonyong Sung |
| 2019 | ASRU | Simple Gated Convnet for Small Footprint Acoustic Modeling. | Lukas Lee, Jinhwan Park, Wonyong Sung |
| 2019 | ICASSP | Memorization Capacity of Deep Neural Networks under Parameter Quantization. | Yoonho Boo, Sungho Shin, Wonyong Sung |
| 2019 | ICASSP | Workload-aware Automatic Parallelization for Multi-GPU DNN Training. | Sungho Shin, Youngmin Jo, Jungwook Choi, Swagath Venkataramani, Vijayalakshmi Srinivasan, Wonyong Sung |
| 2018 | Interspeech | Character-level Language Modeling with Gated Hierarchical Recurrent Neural Networks. | Iksoo Choi, Jinhwan Park, Wonyong Sung |
| 2018 | Interspeech | Hierarchical Recurrent Neural Networks for Acoustic Modeling. | Jinhwan Park, Iksoo Choi, Yoonho Boo, Wonyong Sung |
| 2017 | ICASSP | Character-level language modeling with hierarchical recurrent neural networks. | Kyuyeon Hwang, Wonyong Sung |
| 2017 | ICASSP | Fixed-point optimization of deep neural networks with adaptive step size retraining. | Sungho Shin, Yoonho Boo, Wonyong Sung |
| 2016 | APCC | Evaluation of block turbo codes for long-haul optical networks. | Junhee Cho, Wonyong Sung |
| 2016 | ICASSP | Learning separable fixed-point kernels for deep convolutional neural networks. | Sajid Anwar, Kyuyeon Hwang, Wonyong Sung |
| 2016 | ICASSP | Character-level incremental speech recognition with recurrent neural networks. | Kyuyeon Hwang, Wonyong Sung |
| 2016 | ICASSP | FPGA based implementation of deep neural networks using on-chip memory only. | Jinhwan Park, Wonyong Sung |
| 2016 | ICASSP | Fixed-point performance analysis of recurrent neural networks. | Sungho Shin, Kyuyeon Hwang, Wonyong Sung |
| 2016 | ICML | Sequence to Sequence Training of CTC-RNNs with Partial Windowing. | Kyuyeon Hwang, Wonyong Sung |
| 2016 | ISCAS | Dynamic hand gesture recognition for wearable devices with low complexity recurrent neural networks. | Sungho Shin, Wonyong Sung |
| 2015 | ICASSP | Fixed point optimization of deep convolutional neural networks for object recognition. | Sajid Anwar, Kyuyeon Hwang, Wonyong Sung |
| 2015 | ICASSP | Single stream parallelization of generalized LSTM-like RNNs on a GPU. | Kyuyeon Hwang, Wonyong Sung |
| 2014 | ICASSP | X1000 real-time phoneme recognition VLSI using feed-forward deep neural networks. | Jonghong Kim, Kyuyeon Hwang, Wonyong Sung |
| 2014 | ICASSP | Fault tolerance analysis of digital feed-forward deep neural networks. | Minjae Lee, Kyuyeon Hwang, Wonyong Sung |
| 2013 | ICASSP | Soft-decision decoding with cell to cell interference removed signal in nand flash memory. | Dong-hwan Lee, Wonyong Sung |
| 2013 | ICASSP | GPU based implementation of recursive digital filtering algorithms. | Dong-hwan Lee, Wonyong Sung |
| 2013 | ISCAS | DRAM access reduction in GPUs by thread-block scheduling for overlapped data reuse. | Seungyeol Lee, Wonyong Sung |
| 2012 | ASPLOS | Reducing off-chip memory traffic by selective cache management scheme in GPGPUs. | Hyojin Choi, Jae-Woo Ahn, Wonyong Sung |
| 2012 | ICASSP | Multi-user real-time speech recognition with a GPU. | Jungsuk Kim, Wonyong Sung |
| 2012 | ICASSP | Least squares based cell-to-cell interference cancelation technique for multi-level cell nand flash memory. | Dong-hwan Lee, Wonyong Sung |
| 2012 | ISCAS | Performance analysis of multi-bank DRAM with increased clock frequency. | Su-Jin Cho, Jae-Woo Ahn, Hyojin Choi, Wonyong Sung |
| 2012 | ISCAS | A simulation-based study for DRAM power reduction strategies in GPGPUs. | Hyojin Choi, Kyuyeon Hwang, Jae-Woo Ahn, Wonyong Sung |
| 2011 | ICASSP | H- and C-level WFST-based large vocabulary continuous speech recognition on Graphics Processing Units. | Jungsuk Kim, Kisun You, Wonyong Sung |
| 2011 | ICASSP | Parallel computation of adaptive lattice filters. | Dong-hwan Lee, Wonyong Sung |
| 2011 | ISPASS | Memory access pattern-aware DRAM performance model for multi-core systems. | Hyojin Choi, Jongbok Lee, Wonyong Sung |
| 2010 | ICASSP | An FPGA implementation of speech recognition with weighted finite state transducers. | Jungwook Choi, Kisun You, Wonyong Sung |
| 2010 | ICASSP | Multi-core and SIMD architecture based implementation of recursive digital filtering algorithms. | Dong-hwan Lee, Wonyong Sung |
| 2010 | ICIP | Parallel implementation of an error diffusion halftoning algorithm with a general purpose graphics processing unit. | Becksang Seong, Jae-Woo Ahn, Wonyong Sung |
| 2009 | ICASSP | VLSI for 5000-word continuous speech recognition. | Young-kyu Choi, Kisun You, Jungwook Choi, Wonyong Sung |
| 2009 | ICASSP | OpenMP-based parallel implementation of a continuous speech recognizer on a multi-core system. | Kisun You, Youngjoon Lee, Wonyong Sung |
| 2009 | ISCAS | VLSI Implementation of a Soft Bit-flipping Decoder for PG-LDPC Codes. | Junho Cho, Jonghong Kim, Hyunwoo Ji, Wonyong Sung |
| 2008 | CASES | Efficient vectorization of SIMD programs with non-aligned and irregular data access hardware. | Hoseok Chang, Wonyong Sung |
| 2008 | ISCAS | Software implementation of Chien search process for strong BCH codes. | Junho Cho, Wonyong Sung |
| 2007 | ICASSP | Mobile CPU Based Optimization of Fast Likelihood Computation for Continuous Speech Recognition. | Kisun You, Youngjoon Lee, Wonyong Sung |
| 2007 | ISCAS | Memory Access Reduced Software Implementation of H.264/AVC Sub-pixel Motion Estimation Using Differential Data Encoding. | Hyojin Choi, Wonchul Lee, Wonyong Sung |
| 2006 | ICASSP | Design and Implementation of Speech Recognition on a Softcore Based Fpga. | Hyunjin Lim, Kisun You, Wonyong Sung |
| 2006 | ISCAS | An FPGA based SIMD processor with a vector memory unit. | Junho Cho, Hoseok Chang, Wonyong Sung |
| 2005 | ISCAS | Memory access overhead reduction for a digital color copier implementation using a VLIW digital signal processor. | Moonseok Kang, Wonyong Sung |
| 2004 | ICASSP | Implementation of a digital color copier using a VLIW SIMD architecture. | Seokhoon Ju, Wonyong Sung |
| 2004 | Interspeech | Implementation of an intonational quality assessment system for a handheld device. | Kisun You, Hoyoun Kim, Wonyong Sung |
| 2003 | ICASSP | Implementation of a digital copier using TMS320C6414 VLIW DSP processor. | Taeksang Hwang, Wonyong Sung |
| 2003 | ISCAS | Optimization of power consumption for an ARM7-based multimedia handheld device. | Hoseok Chang, Wonchul Lee, Wonyong Sung |
| 2002 | Interspeech | Implementation of an intonational quality assessment system. | Chanwoo Kim, Wonyong Sung |
| 2001 | ICASSP | A block priority based instruction caching scheme for multimedia processors. | Jiyang Kang, Wonyong Sung |
| 2001 | ISCAS | Feedback-directed memory disambiguation for embedded multimedia VLIW computing. | Jae-Woo Ahn, Soo-Mook Moon, Wonyong Sung |
| 2001 | ISCAS | A codebook shaping method for perceptual quality improvement of CELP coders. | Jongseo Sohn, Suhong Ryu, Wonyong Sung |
| 2000 | ICASSP | Variable dimensional algebraic CELP coding of prototype waveforms. | Jongseo Sohn, Wonyong Sung |
| 1999 | ICASSP | A floating-point to integer C converter with shift reduction for fixed-point digital signal processors. | Ki-Il Kum, Jiyang Kang, Wonyong Sung |
| 1999 | ICASSP | A low resolution pulse position coding method for improved excitation modeling of speech transition. | Jongseo Sohn, Wonyong Sung |
| 1998 | ASPDAC | A Hardware Software Cosimulation Backplane with Automatic Interface Generation. | Wonyong Sung, Soonhoi Ha |
| 1998 | DATE | Optimized Timed Hardware Software Cosimulation without Roll-back. | Wonyong Sung, Soonhoi Ha |
| 1998 | ICASSP | A voice activity detector employing soft decision based noise spectrum adaptation. | Jongseo Sohn, Wonyong Sung |
| 1997 | EuroPar | An Enhanced Two-Level Adaptive Multiple Branch Prediction for Superscalar Processors. | Jongbok Lee, Wonyong Sung, Soo-Mook Moon |
| 1997 | ICASSP | Fixed-point C compiler for TMS320C50 digital signal processor. | Jiyang Kang, Wonyong Sung |
| 1997 | ICASSP | A fast direction sequence generation method for CORDIC processors. | Seunghyeon Nahm, Wonyong Sung |
| 1997 | ICIP | Adaptive Threshold Error Diffusion Technique for Color Inkjet Printing . | Wonyong Sung, Byonghyo Shim |
| 1995 | ASPDAC | An integrated hardware-software cosimulation environment for heterogeneous systems prototyping. | Yongjoo Kim, Kyuseok Kim, Youngsoo Shin, Taekyoon Ahn, Wonyong Sung, Kiyoung Choi, Soonhoi Ha |
| 1994 | ICASSP | Word-length determination and scaling software for a signal flow block diagram. | Wonyong Sung, Ki-Il Kum |
| 1986 | ICASSP | Efficient multi-processor implementation of recursive digital filters. | Wonyong Sung, Sanjit K. Mitra |
| 1985 | ICASSP | Efficient FIR filter design using differential coding of filter coefficients. | Wonyong Sung, Sanjit K. Mitra |
| 1980 | ICASSP | A 4800 bps LPC vocoder with improved excitation. | Chong Kwan Un, Wonyong Sung |