주제로 연구실 찾기

1. KAIST·AI 시스템

   김주영CAST Lab

   관련도관련 논문 12편비중 18%연구 분야에 명시
   • 2026Adelia: A 4-nm LLM Processing Unit with Streamlined Dataflow and Dual-Mode Parallelism for Maximizing Hardware EfficiencyJSSC
   • 2026CoX-MoE: Coalesced Expert Execution for High-Throughput MoE Inference with AMX-Enabled CPU-GPU Co-ExecutionDAC
   • 2026NetFED: Network-Aware Acceleration for Multi-Key Privacy-Preserving Federated Learning AggregationMICRO
2. Yonsei·AI 시스템

   김영석HPCP Lab

   관련도관련 논문 13편비중 46%연구 분야에 명시
   • 2026FaScalSQL: A Fast and Scalable GPU-Accelerated SQL Query Engine for Out-of-Memory TablesICDE
   • 2026SMTcheck: Accurate SMT Interference Prediction to Improve Scheduling Efficiency in DatacentersHPCA
   • 2025GCStack+GCScaler: Fast and Accurate GPU Performance Analyses Using Fine-Grained Stall Cycle Accounting and Interval AnalysisISCA
3. SNU·AI 시스템

   이진호AISys Lab

   관련도관련 논문 11편비중 28%연구 분야에 명시
   • 2026FaScalSQL: A Fast and Scalable GPU-Accelerated SQL Query Engine for Out-of-Memory TablesICDE
   • 2026FlexiWalker: Extensible GPU Framework for Efficient Dynamic Random Walks with Runtime AdaptationEuroSys
   • 2026Spexis: Speculative Lookahead Scheduling for LLM InferenceEMNLP
4. KAIST·AI 시스템

   유민수VIA Research Group

   관련도관련 논문 8편비중 29%연구 분야에 명시
   • 2026PASCAL: A Phase-Aware Scheduling Algorithm for Serving Reasoning-based Large Language ModelsHPCA
   • 2026PREBA: A Hardware/Software Co-Design for Multi-Instance GPU based AI Inference ServersDAC
   • 2026ZipFlow: a Compiler-based Framework to Unleash Compressed Data Movement for Modern GPUsVLDB
5. POSTECH·AI 시스템

   전명재OMNIA Lab

   관련도관련 논문 6편비중 50%연구 분야에 명시
   • 2026Garen: Reliable Cluster Management with Atomic State ReconciliationEuroSys
   • 2026ORBITFLOW: SLO-Aware Long-Context LLM Serving with Fine-Grained KV Cache ReconfigurationVLDB
   • 2025A Training-Free Sub-quadratic Cost Transformer Model Serving Framework with Hierarchically Pruned AttentionICLR
6. SNU·AI 시스템

   안정호SCALable Computer Architecture Lab

   관련도관련 논문 8편비중 17%
   • 2026Cheddar: A Swift Fully Homomorphic Encryption Library Designed for GPU ArchitecturesASPLOS
   • 2026GPIR: Enabling Practical Private Information Retrieval with GPUsICS
   • 2026A Five-Year Journey to Accelerate Homomorphic Encryption with GPUs, Demonstrated by Sub-25ms CNN InferenceIEEE Micro
7. KAIST·AI 시스템

   한동수INA Lab

   관련도관련 논문 6편비중 23%연구 분야에 명시
   • 2025SpecEdge: Scalable Edge-Assisted Serving Framework for Interactive LLMsNeurIPS
   • 2025Low-Overhead Intra-Host Container Communication With Hardware OffloadingIEEE/ACM ToN
   • 2025Presto: Hybrid CPU-GPU Preprocessing Framework for Video-based AI Inference SystemNetAISys
8. Yonsei·머신러닝

   한동준Edge AI Lab

   관련도관련 논문 5편비중 11%연구 분야에 명시
   • 2026Rethinking LLM Fine-Tuning via Weight Space Reparameterization: Preserving Safety during Downstream AdaptationNeurIPS
   • 2025PRISM: Privacy-Preserving Improved Stochastic Masking for Federated Generative ModelsICLR
   • 2025Local-Cloud Inference Offloading for LLMs in Multi-Modal, Multi-Task, Multi-Dialogue SettingsACM MobiHoc
9. SNU·AI 시스템

   엄현상DCS Lab

   관련도관련 논문 7편비중 25%
   • 2026Enabling Zero-Knowledge Proving of Large Language Models on a Consumer GPUMASCOTS
   • 2026Q-CAR: A Noise and Congestion-Aware Deployment Scheme for Quantum Job Scheduling on Slurm ClustersEuro-Par (International Workshop on Quantum-HPC Workflows Resource Allocation and Scheduling)
   • 2025Markov Chain-Based Resource-Efficient and QoS-Aware Scheduling for Latency-Critical and Best-Effort TasksIEEE Access
10. SNU·AI 시스템

    이재진THUNDER Research Group

    관련도관련 논문 3편비중 16%연구 분야에 명시
    • 2026SEDD: Scalable and Efficient Dataset Deduplication with GPUsKDD
    • 2025SPipe: Hybrid GPU and CPU Pipeline for Training LLMs under Memory PressurePACT
    • 2024TCCL: Discovering Better Communication Paths for PCIe GPU ClustersASPLOS
11. SNU·인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련도관련 논문 5편비중 9%
    • 2026Distortion-aware Brushing for Reliable Cluster Analysis in Multidimensional ProjectionsIEEE TVCG
    • 2026TailVis: Expressive Visualization Refinement Preserving Data-Binding IntegrityVIS
    • 2025Measuring the Validity of Clustering Validation DatasetsTPAMI
12. KAIST·머신러닝

    윤세영OSI Lab

    관련도관련 논문 5편비중 3%
    • 2026Near-Optimal Clustering in Mixture of Markov ChainsAISTATS
    • 2025MAVFlow: Preserving Paralinguistic Elements with Conditional Flow Matching for Zero-Shot AV2AV Multilingual TranslationICCV
    • 2025Revisiting Instance-Optimal Cluster Recovery in the Labeled Stochastic Block ModelICML
13. Yonsei·머신러닝

    송경우MLAI Lab

    관련도관련 논문 4편비중 5%
    • 2026Data Adaptive Stochastic Ensemble Net: Optimizing Infection Predictions for COVID-19 Cluster AnalysisIEEE JBHI
    • 2026IsoAct: Structure-Preserving Post-hoc Debiasing via Isometric ActionsICML
    • 2025Causal Effect Variational Transformer for Public Health Measures and COVID-19 Infection Cluster AnalysisCIKM
14. SNU·AI 시스템

    전동석MMS Lab

    관련도관련 논문 4편비중 12%
    • 2026A Real-Time Deep Reinforcement Learning Processor for Mapless Autonomous Navigation With Unified Actor-Critic Network and Inference-on-Request SchedulingJSSC
    • 2025A 28-nm Real-Time Reinforcement Learning Processor for Mapless Autonomous Navigation with Unified Actor-Critic Network and Inference-on-Request SchedulingCICC
    • 2025CLAT: A Clustering-Based Attention Transformer Accelerator for Low-Latency Text Generation in LLMsTCAS-I
15. SNU·AI 시스템

    김재준VLSI Lab

    관련도관련 논문 4편비중 8%
    • 2026PRESTE: Preserving Tiny Exponent Precision for Efficient Sub-8-bit LLM Inference and Fine-TuningICCAD
    • 2025An eDRAM Digital In-Memory Neural Network Accelerator for High-Throughput and Extended Data Retention TimeDATE
    • 2025Integer Unit-based Outlier-Aware LLM Accelerator Preserving Numerical Accuracy of FP-FP GEMMDATE
16. KAIST·컴퓨터 비전

    주재걸DAVIAN Lab

    관련도관련 논문 5편비중 4%
    • 2026Probability-Conserving Flow GuidanceNeurIPS
    • 2025What to Preserve and What to Transfer: Faithful, Identity-Preserving Diffusion-based Hairstyle TransferAAAI
    • 2024Training Spatial-Frequency Visual Prompts and Probabilistic Clusters for Accurate Black-Box Transfer LearningACM MM
17. KAIST·AI 시스템2026 업데이트 중

    김세훈SEAL

    관련도관련 논문 1편비중 7%연구 분야에 명시
    • 2024Learned Best-Effort LLM ServingICML
18. SNU·AI 시스템

    서지원Machine Learning Systems Lab

    관련도관련 논문 3편비중 25%
    • 2026Spexis: Speculative and Lookahead Scheduling for LLM InferenceEMNLP
    • 2024ExeGPT: Constraint-Aware Resource Scheduling for LLM InferenceASPLOS
    • 2023ISP Agent: A Generalized In-Storage-Processing Workload Offloading Framework by Providing Multiple Optimization OpportunitiesTACO
19. SNU·AI 시스템

    성효진CODE Lab

    관련도관련 논문 3편비중 23%
    • 2026Aurora: A Disaggregated GPU-PNM-PIM System for High-Throughput Mixed-Length LLM InferenceICS
    • 2024Non-invasive, Memory Access-Triggered Near-Data Processing for DNN Training Acceleration on GPUsIEEE Access
    • 2023XLA-NDP: Efficient Scheduling and Code Generation for DL Model Training on Near-Data Processing MemoryIEEE Computer Architecture Letters
20. KAIST·컴퓨터 비전

    김승룡CV Lab

    관련도관련 논문 3편비중 3%
    • 2026APPLE: Attribute-Preserving Pseudo-Labeling for Diffusion-Based Face SwappingCVPR
    • 2025Identity-preserving Distillation Sampling by Fixed-Point IteratorCVPR
    • 2024GenWarp: Single Image to Novel Views with Semantic-Preserving Generative WarpingNeurIPS
21. SNU·AI 시스템

    이영기HCS Lab

    관련도관련 논문 3편비중 9%
    • 2026Pendulum: Network-Compute Joint Scheduling for Efficient and Accurate MEC Live Video AnalyticsIEEE INFOCOM
    • 2025Clustered Error Correction with Grouped 4D Gaussian SplattingSIGGRAPH Asia
    • 2023Mosaic: Extremely Low-resolution RFID Vision for Privacy-preserving Action RecognitionIPSN
22. Yonsei·컴퓨터 비전

    이상훈Multi-dimensional Insight Lab

    관련도관련 논문 3편비중 5%
    • 2025DMESH: A Structure-Preserving Diffusion Model for 3D Mesh DenoisingIEEE TNNLS
    • 2025A Novel Intelligent Video Surveillance System Using Low-Traffic Scene-Preserving Video AnonymizationACM TIST
    • 2025Marker-Based Adaptive Virtual Military Training System for Enhanced Immersion and RealismETRI Journal
23. KAIST·머신러닝

    김희영Engineering Data Science Lab

    관련도관련 논문 3편비중 9%
    • 2026Cluster-Based Classification for Mixed-Type Data Under Data ScarcityStatistical Analysis and Data Mining
    • 2024Simultaneous Deep Clustering and Feature Selection via K-concrete AutoencoderIEEE TKDE
    • 2024Spatially-Correlated Time Series Clustering Using Location-Dependent Dirichlet Process Mixture ModelStatistical Analysis and Data Mining
24. SNU·머신러닝

    박건웅Data Science & Machine Learning Lab

    관련도관련 논문 2편비중 29%
    • 2026Convex Distance Operator Transport: Convex and Geometry-Preserving FormulationICML
    • 2025Discretization: Privacy-preserving data publishing for causal discoveryComputational Statistics & Data Analysis
25. KU·머신러닝

    이병준Decision Making Lab

    관련도관련 논문 2편비중 6%
    • 2026TABX: A High-Throughput Sandbox Battle Simulator for Multi-Agent Reinforcement LearningICML
    • 2026Learning to Process Relational Information for Cloud Computing Task SchedulingMachine Learning
26. KAIST·데이터 마이닝

    이재길Data Mining Lab

    관련도관련 논문 2편비중 5%
    • 2026Accelerating Diffusion via Hybrid Data-Pipeline Parallelism Based on Conditional Guidance SchedulingCVPR
    • 2026Clustering-Based Balanced Sampling and Allocation with Data Parallelism for High-Performance Fine-TuningEMNLP
27. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 2편비중 2%
    • 2026ManiFusion: Unlocking High-Throughput Generation via Superposition in Manifold SpaceNeurIPS
    • 2026MoARa: Module-Aware Rank Allocation and Structure-Preserving Decomposition for Low-Rank LLM Pre-trainingEMNLP
28. Yonsei·머신러닝

    노승문AI-ISL

    관련도연구 분야에 명시
29. SNU·머신러닝

    김용대IDEA Lab

    관련도관련 논문 2편비중 8%
    • 2026Fair Model-based ClusteringAAAI
    • 2025Fair Clustering via AlignmentICML
30. Yonsei·AI 시스템

    박광현BDAI

    관련도관련 논문 2편비중 22%
    • 2026FaScalSQL: A Fast and Scalable GPU-Accelerated SQL Query Engine for Out-of-Memory TablesICDE
    • 2024SPID-Join: A Skew-resistant Processing-in-DIMM Join Algorithm Exploiting the Bank- and Rank-level Parallelisms of DIMMsSIGMOD
31. Yonsei·AI 시스템

    김상엽EASY Lab

    관련도관련 논문 3편비중 6%
    • 2025BROCA: A 52.4-559.2mW Mobile Social Agent System-on-Chip with Adaptive-Bit-Truncate Unit and Acoustic-Cluster Bit-GroupingISSCC
    • 2024NeRF-Navi: A 93.6-202.9μJ/task Switchable Approximate-Accurate NeRF Path Planning Processor with Dual Attention Engine and Outlier Bit-Offloading CoreVLSI Symposium
    • 2024NeRF-Navi: An Energy-Efficient NeRF 3-D Path Planning Processor With Reconfigurable Approximate/Accurate Bit Offloading CoreJSSC
32. KU·자연어처리·LLM

    임희석NLP&AI Lab

    관련도관련 논문 2편비중 2%
    • 2026Towards Privacy-Preserving Large Language Model: Text-free Inference Through Alignment and AdaptationACL
    • 2025Mixture-of-Clustered-Experts: Advancing Expert Specialization and Generalization in Instruction TuningEMNLP
33. POSTECH·머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련도관련 논문 3편비중 3%
    • 2025Efficient Latent Semantic Clustering for Scaling Test-Time Computation of LLMsEMNLP Findings
    • 2024Optimal Clustering from Noisy Binary FeedbackMachine Learning
    • 2023Restructuring Graph for Higher Homophily via Learnable Spectral ClusteringAAAI
34. SNU·AI for Science

    이동헌BiLab

    관련도관련 논문 2편비중 4%
    • 2026CS-TTA: Preserving Concept Sensitivity in Test-Time AdaptationECCV
    • 2024Texture preserving low dose CT image denoising using Pearson divergencePhysics in Medicine and Biology
35. SNU·음성·오디오

    이교구MARG

    관련도관련 논문 2편비중 3%
    • 2026Toward Privacy-Preserving ASR: Speaker-Level Machine UnlearningINTERSPEECH
    • 2024String Sound Synthesizer On Gpu-Accelerated Finite Difference SchemeICASSP
36. KAIST·컴퓨터 비전

    김준모SIIT Lab

    관련도관련 논문 2편비중 2%
    • 2026HyperVAttention: Efficient Sparse Attention with Spatio-Temporal Clustering for Video DiffusionNeurIPS
    • 2024Preserving Multi-Modal Capabilities of Pre-trained VLMs for Improving Vision-Linguistic CompositionalityEMNLP
37. Yonsei·자연어처리·LLM

    김재형ML3 Lab

    관련도관련 논문 2편비중 4%
    • 2025Personalized Language Models via Privacy-Preserving Evolutionary Model MergingEMNLP
    • 2025Alternative Mixed Integer Linear Programming Optimization for Joint Job Scheduling and Data Allocation in Grid ComputingFuture Generation Computer Systems
38. SNU·컴퓨터 비전

    전세영ICL

    관련도관련 논문 2편비중 3%
    • 2026Fidelity-Preserving Zero-shot Diffusion Models for Highly Ill-posed Inverse Problems in Lensless ImagingImage and Vision Computing
    • 2023Towards accelerating model parallelism in distributed deep learning systemsPLOS ONE
39. SNU·AI 시스템

    하순회IRIS/CAPLAB

    관련도관련 논문 2편비중 13%
    • 2025Worst case response time analysis for completely fair scheduling in Linux systemsReal-Time Systems
    • 2024A Novel Throughput Enhancement Method for Deep Learning Applications on Mobile Devices With Heterogeneous ProcessorsIEEE Access
40. POSTECH·데이터 마이닝

    한욱신Data Systems Lab

    관련도관련 논문 2편비중 7%
    • 2025Themis: A GPU-accelerated Relational Query Execution EngineVLDB
    • 2024ReCG: Bottom-Up JSON Schema Discovery Using a Repetitive Cluster-and-Generalize FrameworkVLDB
41. KU·머신러닝

    이성환PRML Lab

    관련도관련 논문 2편비중 1%
    • 2025AmbiBias Contrast: Enhancing Debiasing Networks via Disentangled Space from Ambiguity-Bias ClustersNeural Networks
    • 2024Clustering-Based Augmentation for Effective Self-Supervised Learning in Sleep StagingIJCNN
42. POSTECH·자연어처리·LLM

    이근배, 김형훈NLP Lab

    관련도관련 논문 2편비중 2%
    • 2025The Limits of Post-hoc Preference Adaptation: A Case Study on DSTC12 ClusteringDSTC12 Workshop at SIGDIAL
    • 2023DORIC : Domain Robust Fine-Tuning for Open Intent Clustering through Dependency ParsingDSTC11 Workshop at SIGDIAL
43. KAIST·머신러닝

    정송

    관련도관련 논문 1편비중 8%
    • 2026Joint Security–Energy–Latency Optimization for Code Offloading in LEO Satellite Networks with Mixed Security RequirementsIEEE Transactions on Communications
44. KAIST·데이터 마이닝

    신기정Data Mining Lab

    관련도관련 논문 2편비중 2%
    • 2025Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving SparsificationICML
    • 2023Robust Graph Clustering via Meta Weighting for Noisy GraphsCIKM
45. KAIST·머신러닝

    성영철SISReL

    관련도관련 논문 2편비중 6%
    • 2024Hard task first: Multi-task reinforcement learning through task schedulingICML
    • 2024EMPO: A clustering-based on-policy algorithm for offline reinforcement learningICML
46. SNU·AI 시스템

    정형수DBX Lab

    관련도관련 논문 2편비중 22%
    • 2024ISP Agent: A Generalized In-Storage-Processing Workload Offloading Framework by Providing Multiple Optimization OpportunitiesTACO
    • 2023Deploying Computational Storage for HTAP DBMSs Takes More Than Just Computation OffloadingVLDB
47. KAIST·머신러닝

    김기응AIPR Lab

    관련도관련 논문 1편비중 4%
    • 2026Behavior-Preserving KV Cache CompressionEMNLP
48. POSTECH·머신러닝

    이남훈Computational Optimization Lab

    관련도관련 논문 1편비중 4%
    • 2026Mitigating Staleness in Asynchronous Pipeline Parallelism via Basis RotationICML
49. SNU·AI 시스템

    이재욱ARC Lab

    관련도관련 논문 1편비중 3%
    • 2026GS-Scale: Unlocking Large-Scale 3D Gaussian Splatting Training via Host OffloadingASPLOS
50. Yonsei·데이터 마이닝

    장백철ANDLab

    관련도관련 논문 1편비중 3%
    • 2026Privacy-Preserving Trajectory Data Publication: A Distributed Approach without Trusted ServersJNCA
51. SNU·데이터 마이닝

    강유Data Mining Lab

    관련도관련 논문 1편비중 2%
    • 2026SpikeRec: Accurate and Preference-Preserving Live-Streaming Recommendation under User-Sampled Signal LossCIKM
52. SNU·머신러닝

    이정우CML Lab

    관련도관련 논문 1편비중 2%
    • 2026Beyond Prompts: Preserving Semantics in Diffusion-based Semantic CommunicationIEEE WCL
53. SNU·컴퓨터 비전

    이준석VIP Lab

    관련도관련 논문 1편비중 2%
    • 2026Preserving Compositionality for Robust Multi-Subject Personalization in Text-to-Image GenerationUAI
54. KAIST·머신러닝

    최재식SAIL Lab

    관련도관련 논문 1편비중 2%
    • 2026SPICE: Simple Polysemantic Feature Interpretation via Clustering-based ExplanationsECCV
55. KU·컴퓨터 비전

    김동현UTL Lab

    관련도관련 논문 1편비중 2%
    • 2026Consistency-Preserving Concept Erasure via Unsafe-Safe Pairing and Directional Fisher-weighted AdaptationNeurIPS
56. SNU·로보틱스

    김현진LARR Lab

    관련도관련 논문 1편비중 1%
    • 2026Safe Multimodal Replanning via Projection-based Trajectory Clustering in Crowded EnvironmentsIEEE RA-L
57. SNU·컴퓨터 비전

    이경무, 한보형CV Lab

    관련도관련 논문 1편비중 1%
    • 2026Enhancing Mixture-of-Experts Specialization via Cluster-Aware UpcyclingCVPR
58. SNU·자연어처리·LLM

    황승원LDI Lab

    관련도관련 논문 1편비중 1%
    • 2026TAGQuant: Token-Aware Clustering for Group-Wise QuantizationEACL
59. KAIST·음성·오디오

    남주한MAC Lab

    관련도관련 논문 1편비중 1%
    • 2026Melody-Aware & Total Duration Preserving Singing Voice Editing with Flow Matching InfillingINTERSPEECH
60. KAIST·컴퓨터 비전

    윤국진VI Lab

    관련도관련 논문 1편비중 1%
    • 2026Preference-Aligned LoRA Merging: Preserving Subspace Coverage and Addressing Directional AnisotropyCVPR

+38

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