Scholar
Jungwook Choi
Google Scholar ID: YPT98zwAAAAJ
Hanyang University
Deep Neural Network
Quantization
Large Language Model
Efficient AI
AI Accelerator
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Citations & Impact
All-time
Citations
4,695
H-index
27
i10-index
40
Publications
20
Co-authors
28
list available
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Publications
18 items
Align, Then Correct: Training-Free Two-Stage Low-Rank Compensation for Extremely Quantized Large Language Models
2026
Cited
0
ValueDiff: Value-Geometric KV Cache Eviction for Sink-Suppressed LLMs
2026
Cited
0
BeaconKV: Key-Value Cache Compression Guided by Beacon Queries for Efficient Large Reasoning Model Inference
2026
Cited
0
Rethinking Inference-Time Scaling in Local Computer-Use Agents: Failure Modes and Compute Tradeoffs
2026
Cited
0
ReQAT: Achieving Full-Precision Reasoning Accuracy with 4-bit Floating-Point Quantization-Aware Training
2026
Cited
0
ReSET: Accurate Latency-Critical NVFP4 Reasoning via Step-Aware Temperature Scaling
2026
Cited
0
STAR-KV: Low-Rank KV Cache Compression via Soft Thresholding for Adaptive Rank Control
2026
Cited
0
Tangram: Unlocking Non-Uniform KV Cache for Efficient Multi-turn LLM Serving
2026
Cited
0
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Resume
Academic Achievements
Principal investigator on multiple major projects funded by the Ministry of Science and ICT, Republic of Korea, including:
- 2020–2027: Development of a 2,000 TFLOPS AI deep learning processor and module for servers
- 2020–2024: Ultra-low-power edge deep learning processor with advanced data reuse
- 2020–2024: AI Graduate School Support Program
- 2020–2023: Industry-academia collaborative center for IoT semiconductor system talent development
Co-authors
11 total
Kailash Gopalakrishnan
IBM
Swagath Venkataramani
Principal Research Staff Member, IBM T.J. Watson Research Center / Purdue Univ.
Leland Chang
IBM
Jinwook Oh
Rebellions Inc.
Naresh Shanbhag
Professor of Electrical and Computer Engineering, University of Illinois at Urbana-Champaign
Wei Zhang
IBM T.J.Watson Research Center
Onur Mutlu
ETH Zürich and Carnegie Mellon University
Shubham Jain
Research Staff Member, IBM T.J. Watson Research Center