Kim, Hyeji
- BRP-NAS: Prediction-based NAS using GCNs
2020/07/16 by Łukasz Dudziak, Dudziak, Łukasz, Thomas Chau +9 · 14 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Communication Algorithms via Deep Learning
2018/05/23 by Kim, Hyeji, Jiang, Yihan, Rana, Ranvir +3 · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels
2019/11/08 by Jiang, Yihan, Kim, Hyeji, Asnani, Himanshu +3 · 4 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains
2024/02/06 by Makkuva, Ashok Vardhan, Bondaschi, Marco, Girish, Adway +4 · 7 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Deepcode: Feedback Codes via Deep Learning
2018/07/02 by Kim, Hyeji, Jiang, Yihan, Kannan, Sreeram +2 · 3 citations
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Generating High Dimensional User-Specific Wireless Channels using Diffusion Models
2024/09/05 by Taekyun Lee, Lee, Taekyun, Juseong Park +5 · 7 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Advanced Wireless Network Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #Wireless Communication Networks Research #electronic engineering #information engineering
- DeepTurbo: Deep Turbo Decoder
2019/03/06 by Yihan Jiang, Hyeji Kim, Jiang, Yihan +9 · 2 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Wireless Signal Modulation Classification #Error Correcting Code Techniques #Fractal and DNA sequence analysis
- Local to Global: Learning Dynamics and Effect of Initialization for Transformers
2024/06/05 by Ashok Vardhan Makkuva, Makkuva, Ashok Vardhan, Marco Bondaschi +11 · 3 citations
Psychology · #FOS: Computer and information sciences #Information Theory (cs.IT) #Innovative Teaching and Learning Methods #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Fundamental Limits of Prompt Compression: A Rate-Distortion Framework for Black-Box Language Models
2024/07/22 by Alliot Nagle, Adway Girish, Nagle, Alliot +9 · 2 citations
Computer Science · #Embedded Systems Design Techniques #Parallel Computing and Optimization Techniques
- LightCode: Light Analytical and Neural Codes for Channels with Feedback
2024/03/16 by Sravan Kumar Ankireddy, Ankireddy, Sravan Kumar, Krishna R. Narayanan +2 · 2 citations
Computer Science · Engineering · #Neural Networks and Applications #Semiconductor Lasers and Optical Devices
- Best of Both Worlds: AutoML Codesign of a CNN and its Hardware\n Accelerator
2020/02/11 by Mohamed S. Abdelfattah, Łukasz Dudziak, Abdelfattah, Mohamed S. +9 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning and Data Classification #Signal Processing (eess.SP) #electronic engineering #information engineering
- Journey Towards Tiny Perceptual Super-Resolution
2020/07/08 by Lee, Royson, Dudziak, Łukasz, Abdelfattah, Mohamed +4 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Neural Distributed Source Coding
2021/06/05 by Whang, Jay, Nagle, Alliot, Acharya, Anish +2 · 1 citation
#FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG)
- Turbo Autoencoder with a Trainable Interleaver
2021/11/22 by Chahine, Karl, Jiang, Yihan, Nuti, Pooja +2 · 1 citation
#FOS: Computer and information sciences #FOS: Electrical engineering #Information Theory (cs.IT) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Fine-Tuning Masked Diffusion for Provable Self-Correction
2025/10/01 by Kim, Jaeyeon, Kim, Seunggeun, Lee, Taekyun +4 · 5 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- LASER: Linear Compression in Wireless Distributed Optimization
2023/10/19 by Ashok Vardhan Makkuva, Makkuva, Ashok Vardhan, Marco Bondaschi +8 · 1 citation
Computer Science · Decision Sciences · Engineering · #Advanced Bandit Algorithms Research #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Sparse and Compressive Sensing Techniques #Stochastic Gradient Optimization Techniques