주제로 연구실 찾기

1. SNU·머신러닝

   오민환

   관련도관련 논문 9편비중 15%
   • 2026Block Optimism for Nonstationary Bandits with Latent Linear DynamicsNeurIPS
   • 2026Convergence of Muon with Newton-SchulzICLR
   • 2026Linear Contextual Bandits with Quasi-OptimismNeurIPS
2. SNU·머신러닝

   양인순LDS Lab

   관련도관련 논문 6편비중 21%연구 분야에 명시
   • 2026Sharpness-aware minimization can hallucinate minimizersICML
   • 2023Convergence analysis of ODE models for accelerated first-order methods via positive semidefinite kernelsNeurIPS
   • 2023Distributionally robust optimization with unscented transform for learning-based motion control in dynamic environmentsICRA
3. SNU·AI 시스템

   성효진CODE Lab

   관련도관련 논문 2편비중 15%연구 분야에 명시
   • 2026FORTE: Online DataFrame Query OptimizerCGO
   • 2023Multi-Objective Architecture Search and Optimization for Heterogeneous Neuromorphic ArchitectureICCAD
4. SNU·자연어처리·LLM

   황승원LDI Lab

   관련도관련 논문 2편비중 3%연구 분야에 명시
   • 2025PROM: Pivoted and Regulated Optimization for Multilingual Instruction LearningNAACL
   • 2025Tree-of-Prompts: Abstracting Control-Flow for Prompt OptimizationACL Findings
5. SNU·머신러닝

   이정우CML Lab

   관련도관련 논문 5편비중 10%
   • 2026Function-Level Execution Feedback for Code Preference OptimizationEMNLP
   • 2026Binary integer programming for optimizing ebit cost in distributed quantum circuits with fixed module allocationQuantum Information Processing
   • 2023Pitfall of Optimism: Distributional Reinforcement Learning by Randomizing Risk CriterionNeurIPS
6. SNU·컴퓨터 비전

   전세영ICL

   관련도관련 논문 3편비중 4%
   • 2026Triadic Dynamics Aware Diffusion Posterior Sampling for Inverse Problems: Optimizing Guidance and Stochasticity SchedulesICML
   • 2026Harmonization for a Black-box Model using Disentanglement-based Generator and Bayesian OptimizationISMRM
   • 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learningMICCAI
7. SNU·AI for Science

   이종호LIST

   관련도관련 논문 3편비중 10%
   • 2026Omni-QALAS: Optimized Multiparametric Imaging for Simultaneous T1 , T2 and Myelin Water MappingIEEE Transactions on Biomedical Engineering
   • 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learningMICCAI
   • 2025MIMOSA: Multi-parametric Imaging using Multiple-echoes with Optimized Simultaneous Acquisition for highly-efficient quantitative MRIMagnetic Resonance in Medicine
8. SNU·데이터 마이닝

   강유Data Mining Lab

   관련도관련 논문 3편비중 5%
   • 2026Diffusion Models for Risk-Aware Portfolio OptimizationWSDM
   • 2026RiskBound: Risk-Aware Boundary-Guided Portfolio Optimization via Action Space ReshapingKDD
   • 2024FreQuant: A Reinforcement-Learning based Adaptive Portfolio Optimization with Multi-frequency DecompositionKDD
9. SNU·머신러닝

   윤성로AI Lab

   관련도관련 논문 3편비중 3%
   • 2026NaturalFlow: Optimizing Speech Flow in Simultaneous Speech-to-Speech TranslationINTERSPEECH
   • 2026Negative-Guided Subject Fidelity Optimization for Zero-Shot Subject-Driven GenerationACCV
   • 2024Unsupervised Homography Estimation on Multimodal Image Pair via Alternating OptimizationNeurIPS
10. SNU·로보틱스

    김아영RPM Lab

    관련도관련 논문 3편비중 8%
    • 2025Ground-Optimized 4D Radar-Inertial Odometry via Continuous Velocity Integration using Gaussian ProcessICRA
    • 2025TIR-Diffusion: Diffusion-based Thermal Infrared Image Denoising via Latent and Wavelet Domain OptimizationICRA
    • 2024Co-RaL: Complementary Radar-Leg Odometry with 4-DoF Optimization and Rolling ContactIROS
11. SNU·AI 시스템

    유승주CMA Lab

    관련도연구 분야에 명시
12. SNU·AI 시스템

    이재욱ARC Lab

    관련도연구 분야에 명시
13. SNU·AI 시스템

    이진호AISys Lab

    관련도연구 분야에 명시
14. SNU·AI 시스템

    정형수DBX Lab

    관련도관련 논문 2편비중 22%
    • 2026FORTE: Online DataFrame Query OptimizerCGO
    • 2024ISP Agent: A Generalized In-Storage-Processing Workload Offloading Framework by Providing Multiple Optimization OpportunitiesTACO
15. SNU·AI for Science

    김선BHI Lab

    관련도관련 논문 3편비중 5%
    • 2025BounDr. E: Predicting Drug-likeness via Biomedical Knowledge Alignment and EM-like One-Class Boundary OptimizationICML
    • 2024A community effort to optimize sequence-based deep learning models of gene regulationNature Biotechnology
    • 2024DiSCO: Diffusion Schrödinger Bridge for Molecular Conformer OptimizationAAAI
16. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 2편비중 2%
    • 2026TIPO: Text to Image with Text Presampling for Prompt OptimizationICLR
    • 2025KL Penalty Control via Perturbation for Direct Preference OptimizationNeurIPS
17. SNU·AI for Science

    이승근

    관련도관련 논문 2편비중 8%
    • 2026Predicting Human-Gain Curves under Local Proxy Optimization from Repeated RatingsNeurIPS
    • 2024Incorporating functional annotation with bilevel continuous shrinkage for polygenic risk predictionBMC Bioinformatics
18. SNU·컴퓨터 비전

    이경무, 한보형CV Lab

    관련도관련 논문 2편비중 2%
    • 2026Optimizing Diffusion Samplers via Dynamic PreferenceECCV
    • 2024Depth-Regularized Optimization for 3D Gaussian Splatting in Few-Shot ImagesCVPR
19. SNU·AI for Science

    이동헌BiLab

    관련도관련 논문 2편비중 4%
    • 2025Ano-Face-Fair: Race-Fair Face Anonymization in Text-to-Image Synthesis using Simple Preference Optimization in Diffusion ModelCVPR
    • 2025Derm-FairAnon: Mitigating Demographic Bias in Skin Image Anonymization with Self-supervised Preference OptimizationCVPR
20. SNU·머신러닝

    송현오Machine Learning Lab

    관련도관련 논문 3편비중 19%
    • 2024Training Greedy Policy for Proposal Batch Selection in Expensive Multi-Objective Combinatorial OptimizationICML
    • 2023Direct Preference-based Policy Optimization without Reward ModelingNeurIPS
    • 2023Query-Efficient Black-Box Red Teaming via Bayesian OptimizationACL
21. SNU·AI for Science

    정유성MICC Lab

    관련도관련 논문 2편비중 5%
    • 2026Evaluating Global Optimization and Generative Methods for Low-Energy and Diverse Crystal Structure Prediction Via Two Case StudiesDigital Discovery
    • 2023Closed-loop optimization of nanoparticle synthesis enabled by robotics and machine learningMatter
22. SNU·로보틱스

    김현진LARR Lab

    관련도관련 논문 3편비중 4%
    • 2024Decentralized trajectory planning for quadrotor swarm in cluttered environments with goal convergence guaranteeIJRR
    • 2024Optimization-based Monocular 3D Object Tracking via Combined Ellipsoid-Cuboid RepresentationIEEE Access
    • 2023Decentralized Trajectory Planning for Quadrotor Swarm with Goal Convergence GuaranteeICCAS
23. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 2편비중 2%
    • 2026Advancing Entropy-Level Credit Assignment in RLVR via Proximal Entropy Policy OptimizationNeurIPS
    • 2023SHOT: Suppressing the Hessian along the Optimization Trajectory for Gradient-Based Meta-LearningNeurIPS
24. SNU·자연어처리·LLM

    조요한

    관련도관련 논문 2편비중 4%
    • 2025Sparse and Dense Retrievers Learn Better Together: Joint Sparse-Dense Optimization for Text-Image RetrievalCIKM
    • 2024Model-based Preference Optimization in Abstractive Summarization without Human FeedbackEMNLP
25. SNU·AI 시스템

    하순회IRIS/CAPLAB

    관련도관련 논문 2편비중 13%
    • 2024Optimization of Task Allocation for Resource-Constrained Swarm RobotsIEEE TASE
    • 2024Sotware Optimization and Design Methodology for Low Power Computer Vision SystemsACM Transactions on Embedded Computing Systems
26. SNU·머신러닝

    박건웅Data Science & Machine Learning Lab

    관련도관련 논문 1편비중 14%
    • 2026Convex Distance Operator Transport: Convex and Geometry-Preserving FormulationICML
27. SNU·머신러닝

    문태섭M.IN.D Lab

    관련도관련 논문 2편비중 5%
    • 2025FairDRO: Group Fairness Regularization via Classwise Robust OptimizationNeural Networks
    • 2023Re-weighting Based Group Fairness Regularization via Classwise Robust OptimizationICLR
28. SNU·그래픽스

    원정담Intelligent Motion Lab

    관련도관련 논문 1편비중 5%
    • 2026AMOR: Airborne Motion Reconstruction via Homotopy-Aware Trajectory OptimizationSIGGRAPH
29. SNU·AI 시스템

    안정호SCALable Computer Architecture Lab

    관련도관련 논문 2편비중 4%
    • 2024NeuJeans: Private Neural Network Inference with Joint Optimization of Convolution and FHE BootstrappingCCS
    • 2024HyPHEN: A Hybrid Packing Method and Its Optimizations for Homomorphic Encryption-Based Neural NetworksIEEE Access
30. SNU·자연어처리·LLM

    이재윤SKI-ML Lab

    관련도관련 논문 1편비중 4%
    • 2026Where Evaluators Agree: Quality-Dependent Agreement in Text-to-Image Reward OptimizationNeurIPS
31. SNU·컴퓨터 비전

    박재식Visual & Geometric Intelligence Lab

    관련도관련 논문 1편비중 2%
    • 2026Optimized Minimal 4D Gaussian SplattingNeurIPS
32. SNU·인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련도관련 논문 1편비중 2%
    • 2026HyPockeTuner: Bringing Hyperparameter Optimization to Mobile DevicesCHI
33. SNU·컴퓨터 비전

    이준석VIP Lab

    관련도관련 논문 1편비중 2%
    • 2026QUATRO: Query-Adaptive Trust Region Policy Optimization for LLM Fine-tuningICML
34. SNU·AI for Science

    정수종Climate Lab

    관련도관련 논문 1편비중 2%
    • 2026Spatiotemporal optimization of NOx and VOC emissions using a hybrid inversion framework and implications for ozone sensitivity-regime diagnosisAtmospheric Chemistry and Physics
35. SNU·컴퓨터 비전

    조남익ISPL

    관련도관련 논문 1편비중 2%
    • 2026PhaseMark A Post-hoc, Optimization-Free Watermarking of AI-Generated Images in the Latent Frequency DomainICASSP
36. SNU·컴퓨터 비전

    최종현MPR Lab

    관련도관련 논문 1편비중 2%
    • 2026Action Chunking Proximal Policy Optimization with Feedback CorrectionNeurIPS
37. SNU·AI 시스템

    이창건RUBIS Lab

    관련도관련 논문 2편비중 13%
    • 2023Optimizing the Response Time for ROS Tasks in Multi-Core ProcessorsDS-RT
    • 2023System optimization of ROS-based open source autonomous driving platform on embedded board environmentICACS
38. SNU·AI 시스템

    이재진THUNDER Research Group

    관련도관련 논문 1편비중 5%
    • 2025SnuSOLVER: Optimizing Sparse Direct Solvers for Heterogeneous SystemsICS
39. SNU·AI 시스템

    엄현상DCS Lab

    관련도관련 논문 1편비중 4%
    • 2025HeteroScheduler: Dynamic Task Scheduling for CPU-GPU Optimization and Contention Mitigation in Cloud Data CentersCLOUD
40. SNU·로보틱스

    조규진Biorobotics Lab

    관련도관련 논문 1편비중 3%
    • 2025Topology Optimization of Exo-Glove Poly II for Enhancing Functionality and WearabilityAdvanced Intelligent Systems
41. SNU·로보틱스

    최준원ADR Lab

    관련도관련 논문 1편비중 3%
    • 2025MAESTRO: Task-Relevant Optimization via Adaptive Feature Enhancement and Suppression for Multi-task 3D PerceptionICCV
42. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 1편비중 2%
    • 2025LPOI: Listwise Preference Optimization for Vision Language ModelsACL
43. SNU·AI 시스템

    김재준VLSI Lab

    관련도관련 논문 1편비중 2%
    • 2025DOTS: DRAM-PIM Optimization for Tall and Skinny GEMM Operations in LLM InferenceDesign Automation and Test in Europe (DATE)
44. SNU·음성·오디오

    이교구MARG

    관련도관련 논문 1편비중 1%
    • 2025Multidimensional Adaptive Coefficient for Inference Trajectory Optimization in Flow and DiffusionICML
45. SNU·AI 시스템

    이영기HCS Lab

    관련도관련 논문 1편비중 3%
    • 2024Sign Gradient Descent-based Neuronal Dynamics: ANN-to-SNN Conversion Beyond ReLU NetworkICML
46. SNU·머신러닝

    김태섭LAAL Lab

    관련도관련 논문 1편비중 3%
    • 2024Model-based Preference Optimization in Abstractive Summarization without Human FeedbackEMNLP
47. SNU·로보틱스

    오성회Robot Learning Lab

    관련도관련 논문 1편비중 2%
    • 2024Spectral-Risk Safe Reinforcement Learning with Convergence GuaranteesNeurIPS
48. SNU·AI 시스템

    서지원Machine Learning Systems Lab

    관련도관련 논문 1편비중 8%
    • 2023ISP Agent: A Generalized In-Storage-Processing Workload Offloading Framework by Providing Multiple Optimization OpportunitiesTACO
49. SNU·데이터 마이닝

    강필성DSBA Lab

    관련도관련 논문 1편비중 2%
    • 2023Cost-Free Adversarial Defense: Distance-Based Optimization for Model Robustness without Adversarial TrainingComputer Vision and Image Understanding
50. SNU·컴퓨터 비전

    김영민3D Vision Lab

    관련도관련 논문 1편비중 2%
    • 2023Closed-loop optimization of nanoparticle synthesis enabled by robotics and machine learningMatter

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