관련 연구실
등급은 학회·저널 분류이며 연구실 순위가 아닙니다.
- KAISTAI 시스템
김주영CAST Lab
관련 논문 37편비중 55%연구 분야에 명시- 2026A 11.0 TOPS/W Diffusion Accelerator with Temporal Data Reuse for Real-Time Text-to-Motion Generation JSSC
- 2026Adelia: A 4-nm LLM Processing Unit with Streamlined Dataflow and Dual-Mode Parallelism for Maximizing Hardware Efficiency JSSC
- 2026APT: Accelerating Diffusion Transformers via Attention Probability-Guided Pruning and Quantization ICCAD
- SNUAI 시스템
김재준VLSI Lab
관련 논문 25편비중 49%연구 분야에 명시- 2026CompactAttention: Accelerating Chunked Prefill with Block-Union KV Selection NeurIPS
- 2026PIMony: A DRAM-PIM Design for Harmonizing PIM and Memory Accesses with Minimal Interference DAC
- 20263D Integration of Hybrid IGZO/Si and IGZO eDRAMs for High-Density/High-Performance On-Chip Memory DATE
- SNUAI 시스템
안정호SCALable Computer Architecture Lab
관련 논문 21편비중 44%연구 분야에 명시- 2026IVE: An Accelerator for Single-Server Private Information Retrieval Using Versatile Processing Elements HPCA
- 2026LILo: Harnessing the On-chip Accelerators in Intel CPUs for Compressed LLM Inference Acceleration HPCA
- 2026RowArmor: Efficient and Comprehensive Protection Against DRAM Disturbance Errors ASPLOS
- YonseiAI 시스템
김상엽EASY Lab
관련 논문 22편비중 42%연구 분야에 명시- 2025BROCA: A 52.4-559.2mW Mobile Social Agent System-on-Chip with Adaptive-Bit-Truncate Unit and Acoustic-Cluster Bit-Grouping ISSCC
- 2025ED-MPIM: An Energy-Efficient Event-Driven Smart Vision SoC With High-Linearity and Reconfigurable MRAM PIM JSSC
- 2025EdgeDiff: 418.4mJ/inference Multi-modal Few-step Diffusion Model Accelerator with Mixed-Precision and Reordered Group-Quantization ISSCC
- SNUAI 시스템
이진호AISys Lab
관련 논문 12편비중 31%연구 분야에 명시- 2026FaScalSQL: A Fast and Scalable GPU-Accelerated SQL Query Engine for Out-of-Memory Tables ICDE
- 2026LoCaLUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM HPCA
- 2026CRISP: End-to-End Fingerprint Recognition Leveraging Hardware-Anchored Liveness Detection DSN
- YonseiAI 시스템
김영석HPCP Lab
관련 논문 12편비중 43%연구 분야에 명시- 2026FaScalSQL: A Fast and Scalable GPU-Accelerated SQL Query Engine for Out-of-Memory Tables ICDE
- 2026LoCaLUT: Harnessing Capacity-Computation Tradeoffs for LUT-Based Inference in DRAM-PIM HPCA
- 2025LATPC: Accelerating GPU Address Translation Using Locality-Aware TLB Prefetching and MSHR Compression MICRO
- KAISTAI 시스템
유민수VIA Research Group
관련 논문 10편비중 36%연구 분야에 명시- 2026Agent-X: Full Pipeline Acceleration of On-device AI Agents MobiSys
- 2026PIM-malloc: A Fast and Scalable Dynamic Memory Allocator for Processing-In-Memory (PIM) Architectures HPCA
- 2026PREBA: A Hardware/Software Co-Design for Multi-Instance GPU based AI Inference Servers DAC
- SNUAI 시스템
전동석MMS Lab
관련 논문 8편비중 24%연구 분야에 명시- 2026A 28nm 2GS/s Remote-Sensing On-Chip Oscilloscope Using Charge-Redistributing Voltage Transfer and Time-Domain Stochastic ADC with 1.6mV Resolution VLSI Symposium
- 2026Processing-in-Memory Architecture for In-Storage Information Retrieval on 3-D NAND Flash Solid-State Drives IEEE TVLSI
- 2025A 28nm 18.1μJ/acquisition End-to-End GPS Acquisition Accelerator with Energy-Accuracy-Driven Mixed-Radix IFFT and ROM-Assisted Computing ISSCC
- SNUAI 시스템
성효진CODE Lab
관련 논문 6편비중 46%연구 분야에 명시- 2026Aurora: A Disaggregated GPU-PNM-PIM System for High-Throughput Mixed-Length LLM Inference ICS
- 2026PLUG: Processing-in-memory LUT Gathering for Graph ANNS IEEE Computer Architecture Letters
- 2025ATiM: Autotuning Tensor Programs for Processing-in-DRAM ISCA
- YonseiAI 시스템
박광현BDAI
관련 논문 3편비중 33%연구 분야에 명시- 2026CANNON: A CXL-Based Near-Memory Processing Architecture for Approximate Nearest Neighbor Search on Real Hardware DAC
- 2026FaScalSQL: A Fast and Scalable GPU-Accelerated SQL Query Engine for Out-of-Memory Tables ICDE
- 2023Trinity: In-Database Near-Data Machine Learning Acceleration Platform for Advanced Data Analytics IEEE Access
- SNUAI 시스템
하순회IRIS/CAPLAB
관련 논문 4편비중 25%연구 분야에 명시- 2025Enabling Decoder-only Language Model Inference on a CNN Accelerator ICCAD
- 2025Empowering Edge Devices With Processing-In-Memory for On-Device Language Inference IEEE Embedded Systems Letters
- 2025Vision Transformer Inference on a CNN Accelerator ICCD
- SNUAI 시스템
이재욱ARC Lab
관련 논문 6편비중 19%- 2025FACIL: Flexible DRAM Address Mapping for SoC-PIM Cooperative On-device LLM Inference HPCA
- 2025FastPoint: Accelerating 3D Point Cloud Model Inference via Sample Point Distance Prediction ICCV
- 2024A Processing-using-Memory Architecture for Commodity DRAM Devices with Enhanced Compatibility and Reliability ICCAD
- KAISTAI for Science
예종철BISPL
관련 논문 4편비중 3%- 2026Accelerated Image Editing via Consistency-Aware Source Token Pruning NeurIPS
- 2026Accelerating Video Inverse Problem Solvers with Autoregressive Diffusion Models NeurIPS
- 2024Decomposed Diffusion Sampler for Accelerating Large-Scale Inverse Problems ICLR
- SNUAI 시스템
유승주CMA Lab
관련 논문 2편비중 11%연구 분야에 명시- 2024NeRF-PIM: PIM Hardware-Software Co-design of Neural Rendering ESWEEK (CODES+ISSS)
- 2023Retrospective: A Scalable Processing-in-Memory Accelerator for Parallel Graph Processing ISCA
- SNU머신러닝
양인순LDS Lab
관련 논문 4편비중 14%- 2026Lookahead-gradient dynamics for Nesterov acceleration in continuous time CDC
- 2024Anderson acceleration for partially observable Markov decision processes: A maximum entropy approach Automatica
- 2023Convergence analysis of ODE models for accelerated first-order methods via positive semidefinite kernels NeurIPS
- KAISTAI for Science
김우연Intelligent Chemistry Lab
관련 논문 5편비중 14%- 2024Accelerated Chemical Science with AI Digital Discovery
- 2024Deep Learning-Based Chemical Similarity for Accelerated Organic Light-Emitting Diode Materials Discovery Journal of Chemical Information and Modeling
- 2024Efficient Shift-and-Invert Preconditioning for Multi-GPU Accelerated Density Functional Calculations J. Chem. Theory Comput
- KAIST머신러닝
신진우ALIN Lab
관련 논문 3편비중 2%- 2026Decoupled MeanFlow: Turning Flow Models into Flow Maps for Accelerated Sampling ICLR
- 2025Accelerated Test-Time Scaling with Model-Free Speculative Sampling EMNLP
- 2023Accelerating Reinforcement Learning with Value-Conditional State Entropy Exploration NeurIPS
- KAIST머신러닝
윤철희OptiML Lab
관련 논문 2편비중 5%- 2026Layer Verification Accelerates Speculative Tree Decoding ICML
- 2026Stronger Lower Bounds for (Non-)Anytime Acceleration of Gradient Descent NeurIPS
- POSTECH머신러닝
김동우, 옥정슬, 박상돈, 박은혁ML Lab
관련 논문 2편비중 2%- 2026Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation ICML
- 2026Fast and Energy-Efficient Support for Low-Precision LLMs on PIM DATE
- SNUAI 시스템2026 업데이트 중
이혁재CAPP Lab
연구 분야에 명시 - KAISTAI 시스템
한동수INA Lab
관련 논문 3편비중 12%- 2025Low-Overhead Intra-Host Container Communication With Hardware Offloading IEEE/ACM ToN
- 2024Accelerating Model Training in Multi-cluster Environments with Consumer-grade GPUs SIGCOMM
- 2023AccelIR: Task-aware Image Compression for Accelerating Neural Restoration CVPR
- KAIST머신러닝
문일철AAI Lab
관련 논문 2편비중 5%- 2026AC-Sampler: Accelerate and Correct Diffusion Sampling with Metropolis-Hastings Algorithm ICLR
- 2024DEVS-Based Simulation Acceleration for AI Training: Unmanned Surface Vehicle Case WSC
- KU인간-AI 상호작용
서승호HUI
관련 논문 2편비중 3%- 2025PIM: Physics-Informed Multi-task Pre-training for Improving Inertial Sensor-Based Human Activity Recognition ABC
- 2025Spend More to Save More (SM2): An Energy and Hardware-Aware Implementation of Successive Halving for Sustainable Hyperparameter Optimization ARCS
- KAIST음성·오디오
정준선Multimodal AI Lab
관련 논문 2편비중 2%- 2025Accelerating Codec-based Speech Synthesis with Multi-Token Prediction and Speculative Decoding ICASSP
- 2025Accelerating Diffusion-based Text-to-Speech Model Training with Dual Modality Alignment INTERSPEECH
- SNUAI 시스템
서지원Machine Learning Systems Lab
관련 논문 2편비중 17%- 2025PIM-CARE: A Compiler-Assisted Dynamic Resource Allocation Framework for Real-world DRAM PIM ICS
- 2024Discovering Efficient Fused Layer Configurations for Executing Multi-Workloads on Multi-core NPUs DATE
- SNU컴퓨터 비전
전세영ICL
관련 논문 2편비중 3%- 2026Training-free Mixed-Resolution Latent Upsampling for Spatially Accelerated Diffusion Transformers CVPR
- 2023Towards accelerating model parallelism in distributed deep learning systems PLOS ONE
- KAIST머신러닝
김희영Engineering Data Science Lab
관련 논문 3편비중 9%- 2024Classification of Chip-level Defect Types in Wafer Bin Maps Using Only Wafer-level Labels ASME Journal of Manufacturing Science and Engineering
- 2023Prediction of Highly Imbalanced Semiconductor Chip-Level Defects in Module Tests Using Multimodal Fusion and Logit Adjustment IEEE Transactions on Semiconductor Manufacturing
- 2023Prediction of highly imbalanced semiconductor chip-level defects using uncertainty-based adaptive margin learning IISE Transactions
- Yonsei컴퓨터 비전
김선주CIPLab
관련 논문 2편비중 4%- 2025Multi-Granular Spatio-Temporal Token Merging for Training-Free Acceleration of Video LLMs ICCV
- 2024Accelerating Large Image Super-Resolution Networks with Pixel-Level Classification ECCV
- SNUAI 시스템
이영기HCS Lab
관련 논문 2편비중 6%- 2025TinyMem: Boosting Multi-DNN Inference on Tiny AI Accelerators with Weight Memory Virtualization ACM Hotmobile
- 2023Aggressive SRAM Voltage Scaling and Error Mitigation for Approximate DNN Inference MobiCom
- YonseiAI 시스템
박성훈MAIS Lab
관련 논문 1편비중 8%- 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
- YonseiAI 시스템
차호정MOBED
관련 논문 1편비중 5%- 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
- KAIST데이터 마이닝
이재길Data Mining Lab
관련 논문 1편비중 3%- 2026Accelerating Diffusion via Hybrid Data-Pipeline Parallelism Based on Conditional Guidance Scheduling CVPR
- SNU컴퓨터 비전
김영민3D Vision Lab
관련 논문 1편비중 2%- 2026Accelerated Likelihood Maximization for Diffusion-based Versatile Content Generation ECCV
- SNUAI for Science
이동헌BiLab
관련 논문 1편비중 2%- 2026Prediction of Left Ventricular Systolic Dysfunction in Left Bundle Branch Block using a Fine-Tuned ECG Foundation Model Scientific Reports
- SNUAI for Science
정유성MICC Lab
관련 논문 1편비중 2%- 2026AI for Accelerated Materials Discovery: From Generative Design to Autonomous Realization Chem. Rev
- KAIST컴퓨터 비전
김승룡CV Lab
관련 논문 1편비중 1%- 2026Understanding and Accelerating the Training of Masked Diffusion Language Models ICML
- KAIST컴퓨터 비전
노용만IVY Lab
관련 논문 1편비중 1%- 2026PhysCache: Accelerating Physics-Sensitive Image Editing with Risk-Aware Caching BMVC
- KUAI for Science
감태의Medical AI Lab
관련 논문 1편비중 1%- 2026Core-Halo ILT: A Modular Open-Source Framework for Full-Chip Mask Optimization ISOCC
- SNUAI 시스템
엄현상DCS Lab
관련 논문 2편비중 7%- 2024ScaleDFS: Accelerating Decentralized and Private File Sharing via Scaling Directed Acyclic Graph Processing HPDC
- 2023Accelerating I/O performance of ZFS-based Lustre file system in HPC environment Journal of Supercomputing
- KU자연어처리·LLM
이상근Data Intelligence Lab
관련 논문 2편비중 6%- 2024SparseFlow: Accelerating Transformers by Sparsifying Information Flows ACL
- 2023Leap-of-Thought: Accelerating Transformers via Dynamic Token Routing EMNLP
- KAIST머신러닝
이주호SIML Lab
관련 논문 2편비중 3%- 2024A simple early exiting framework for accelerated sampling in diffusion models ICML
- 2023Early exiting for accelerated inference in diffusion models ICML
- KAISTAI 시스템2026 업데이트 중
김세훈SEAL
관련 논문 1편비중 7%- 2025Squeezed Attention: Accelerating Long Context Length LLM Inference ACL
- Yonsei인간-AI 상호작용
이병주YESLAB
관련 논문 1편비중 7%- 2025Hardware-Embedded Pointing Transfer Function Capable of Canceling OS Gains CHI
- SNUAI 시스템
권태경MM Lab
관련 논문 1편비중 5%- 2025PQTLS-AD: Post-quantum TLS Accelerated with DNS ICCCN
- KAIST머신러닝
문재균
관련 논문 1편비중 5%- 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation ICLR
- POSTECH데이터 마이닝
한욱신Data Systems Lab
관련 논문 1편비중 4%- 2025Themis: A GPU-accelerated Relational Query Execution Engine VLDB
- KUAI for Science
서현석IMPEL Lab
관련 논문 1편비중 4%- 2025Self-supervised deep learning model for denoising and distortion correction in accelerated echo planar imaging ISMRM
- SNUAI for Science
차지욱Connectome Lab
관련 논문 1편비중 3%- 2025It's-A-Me, Quantum Mario: Scalable Quantum Reinforcement Learning with Multi-Chip Ensembles QAI
- Yonsei머신러닝
한동준Edge AI Lab
관련 논문 1편비중 2%- 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation ICLR
- KAIST데이터 마이닝
박노성BigDyL
관련 논문 1편비중 1%- 2025DANCE++: Differentiable Accelerator/Network Co-Exploration with Hard Constraints and Data-Free Training for Real-World Scenarios IEEE TCAD
- KAIST머신러닝
양은호MLI Lab
관련 논문 1편비중 1%- 2025LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding ICLR
- POSTECH컴퓨터 비전
김광인MLV Group
관련 논문 1편비중 8%- 2024In search of a data transformation that accelerates neural field training CVPR
- POSTECHAI 시스템
전명재OMNIA Lab
관련 논문 1편비중 8%- 2024FusionFlow: Accelerating Data Preprocessing for Machine Learning with CPU-GPU Cooperation VLDB
- KU머신러닝
김성웅, 임성빈AGI Lab
관련 논문 1편비중 3%- 2024Uncertainty-Aware Rank-One MIMO Q Network Framework for Accelerated Offline Reinforcement Learning IEEE Access
- SNU컴퓨터 비전
이경무, 한보형CV Lab
관련 논문 1편비중 1%- 2024Communication-Efficient Federated Learning with Accelerated Client Gradient CVPR
- SNU음성·오디오
이교구MARG
관련 논문 1편비중 1%- 2024String Sound Synthesizer On Gpu-Accelerated Finite Difference Scheme ICASSP
- SNU로보틱스
최준원ADR Lab
관련 논문 1편비중 3%- 2024SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving HPCA
- SNU머신러닝
홍영준MLSC Lab
관련 논문 1편비중 3%- 2024Constant Acceleration Flow NeurIPS
- KAIST컴퓨터 비전
김현우MLV Lab
관련 논문 1편비중 1%- 2024Constant Acceleration Flow NeurIPS
- POSTECH머신러닝
이재호EffL Lab
관련 논문 1편비중 3%- 2024In Search of a Data Transformation that Accelerates Neural Field Training CVPR
- SNUAI 시스템
김형신AIoT Lab
관련 논문 1편비중 3%- 2023PointSplit: Towards On-device 3D Object Detection with Heterogenous Low-power Accelerators IPSN
- SNU자연어처리·LLM
도재영AIDAS Lab
관련 논문 1편비중 3%- 2023Accelerating Large-Scale Graph-Based Nearest Neighbor Search on a Computational Storage Platform IEEE Transactions on Computers
- YonseiAI for Science
김호진LESSON Lab
관련 논문 1편비중 3%- 2023Cosmetic Outcome and Toxicity After Stereotactic Accelerated Partial Breast Irradiation in Early Breast Cancer: A Prospective Observational Cohort Study International Journal of Radiation Oncology* Biology* Physics
- KAIST컴퓨터 비전
오태현AMI Lab
관련 논문 1편비중 1%- 2023FPGA-Based Accelerator for Rank-Enhanced and Highly-Pruned Block-Circulant Neural Networks DATE
- KAIST머신러닝
윤세영OSI Lab
관련 논문 1편비중 1%- 2023NASH: A Simple Unified Framework of Structured Pruning for Accelerating Encoder-Decoder Language Models EMNLP Findings