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AI 가속기·반도체

AI Accelerators · 연구실 65곳 · 논문 247편

다른 주제·대학과 함께 찾기
칸 하나가 연구실 하나예요. 이 주제 논문이 많을수록 밝아요.

관련 연구실

등급은 학회·저널 분류이며 연구실 순위가 아닙니다.

  1. 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
  2. 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
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. 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
  19. 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
  20. SNUAI 시스템2026 업데이트 중

    이혁재CAPP Lab

    연구 분야에 명시
  21. 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
  22. 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
  23. 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
  24. 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
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. YonseiAI 시스템

    박성훈MAIS Lab

    관련 논문 1편비중 8%
    • 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
  31. YonseiAI 시스템

    차호정MOBED

    관련 논문 1편비중 5%
    • 2026viNPU: Optimizing Vision Transformer Inference on Mobile NPUs EuroSys
  32. KAIST데이터 마이닝

    이재길Data Mining Lab

    관련 논문 1편비중 3%
    • 2026Accelerating Diffusion via Hybrid Data-Pipeline Parallelism Based on Conditional Guidance Scheduling CVPR
  33. SNU컴퓨터 비전

    김영민3D Vision Lab

    관련 논문 1편비중 2%
    • 2026Accelerated Likelihood Maximization for Diffusion-based Versatile Content Generation ECCV
  34. 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
  35. SNUAI for Science

    정유성MICC Lab

    관련 논문 1편비중 2%
    • 2026AI for Accelerated Materials Discovery: From Generative Design to Autonomous Realization Chem. Rev
  36. KAIST컴퓨터 비전

    김승룡CV Lab

    관련 논문 1편비중 1%
    • 2026Understanding and Accelerating the Training of Masked Diffusion Language Models ICML
  37. KAIST컴퓨터 비전

    노용만IVY Lab

    관련 논문 1편비중 1%
    • 2026PhysCache: Accelerating Physics-Sensitive Image Editing with Risk-Aware Caching BMVC
  38. KUAI for Science

    감태의Medical AI Lab

    관련 논문 1편비중 1%
    • 2026Core-Halo ILT: A Modular Open-Source Framework for Full-Chip Mask Optimization ISOCC
  39. 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
  40. 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
  41. 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
  42. KAISTAI 시스템2026 업데이트 중

    김세훈SEAL

    관련 논문 1편비중 7%
    • 2025Squeezed Attention: Accelerating Long Context Length LLM Inference ACL
  43. Yonsei인간-AI 상호작용

    이병주YESLAB

    관련 논문 1편비중 7%
    • 2025Hardware-Embedded Pointing Transfer Function Capable of Canceling OS Gains CHI
  44. SNUAI 시스템

    권태경MM Lab

    관련 논문 1편비중 5%
    • 2025PQTLS-AD: Post-quantum TLS Accelerated with DNS ICCCN
  45. KAIST머신러닝

    문재균

    관련 논문 1편비중 5%
    • 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation ICLR
  46. POSTECH데이터 마이닝

    한욱신Data Systems Lab

    관련 논문 1편비중 4%
    • 2025Themis: A GPU-accelerated Relational Query Execution Engine VLDB
  47. 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
  48. SNUAI for Science

    차지욱Connectome Lab

    관련 논문 1편비중 3%
    • 2025It's-A-Me, Quantum Mario: Scalable Quantum Reinforcement Learning with Multi-Chip Ensembles QAI
  49. Yonsei머신러닝

    한동준Edge AI Lab

    관련 논문 1편비중 2%
    • 2025Adaptive Energy Alignment for Accelerating Test-Time Adaptation ICLR
  50. 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
  51. KAIST머신러닝

    양은호MLI Lab

    관련 논문 1편비중 1%
    • 2025LANTERN: Accelerating Visual Autoregressive Models with Relaxed Speculative Decoding ICLR
  52. POSTECH컴퓨터 비전

    김광인MLV Group

    관련 논문 1편비중 8%
    • 2024In search of a data transformation that accelerates neural field training CVPR
  53. POSTECHAI 시스템

    전명재OMNIA Lab

    관련 논문 1편비중 8%
    • 2024FusionFlow: Accelerating Data Preprocessing for Machine Learning with CPU-GPU Cooperation VLDB
  54. KU머신러닝

    김성웅, 임성빈AGI Lab

    관련 논문 1편비중 3%
    • 2024Uncertainty-Aware Rank-One MIMO Q Network Framework for Accelerated Offline Reinforcement Learning IEEE Access
  55. SNU컴퓨터 비전

    이경무, 한보형CV Lab

    관련 논문 1편비중 1%
    • 2024Communication-Efficient Federated Learning with Accelerated Client Gradient CVPR
  56. SNU음성·오디오

    이교구MARG

    관련 논문 1편비중 1%
    • 2024String Sound Synthesizer On Gpu-Accelerated Finite Difference Scheme ICASSP
  57. SNU로보틱스

    최준원ADR Lab

    관련 논문 1편비중 3%
    • 2024SPADE: Sparse Pillar-based 3D Object Detection Accelerator for Autonomous Driving HPCA
  58. SNU머신러닝

    홍영준MLSC Lab

    관련 논문 1편비중 3%
    • 2024Constant Acceleration Flow NeurIPS
  59. KAIST컴퓨터 비전

    김현우MLV Lab

    관련 논문 1편비중 1%
    • 2024Constant Acceleration Flow NeurIPS
  60. POSTECH머신러닝

    이재호EffL Lab

    관련 논문 1편비중 3%
    • 2024In Search of a Data Transformation that Accelerates Neural Field Training CVPR
  61. SNUAI 시스템

    김형신AIoT Lab

    관련 논문 1편비중 3%
    • 2023PointSplit: Towards On-device 3D Object Detection with Heterogenous Low-power Accelerators IPSN
  62. 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
  63. 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
  64. KAIST컴퓨터 비전

    오태현AMI Lab

    관련 논문 1편비중 1%
    • 2023FPGA-Based Accelerator for Rank-Enhanced and Highly-Pruned Block-Circulant Neural Networks DATE
  65. KAIST머신러닝

    윤세영OSI Lab

    관련 논문 1편비중 1%
    • 2023NASH: A Simple Unified Framework of Structured Pruning for Accelerating Encoder-Decoder Language Models EMNLP Findings