주제로 연구실 찾기

1. SNU·컴퓨터 비전

   조남익ISPL

   관련도관련 논문 8편비중 13%
   • 2026TM-BSN: Triangular-Masked Blind-Spot Network for Real-World Self-Supervised Image DenoisingCVPR
   • 2026DINOLight: Robust Ambient Light Normalization with Self-supervised Visual Prior IntegrationICPR
   • 2026UNCAGE: Contrastive Attention Guidance for Masked Generative Transformers in Text-to-Image GenerationIEEE Access
2. SNU·컴퓨터 비전

   이경무, 한보형CV Lab

   관련도관련 논문 10편비중 12%
   • 2026TIPSv2: Advancing Vision-Language Pretraining with Enhanced Patch-Text AlignmentCVPR
   • 2026HyperPose: Hyper-pose Embeddings for 3D-Aware Generative Models with Self-Supervised Disentangling of Pose and SceneWACV
   • 2024CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningECCV
3. SNU·컴퓨터 비전

   이준석VIP Lab

   관련도관련 논문 7편비중 12%연구 분야에 명시
   • 2025Latent Diffusion Models with Masked AutoEncodersICCV
   • 2024Dictionary Contrastive Forward Learning via Adaptive Label EmbeddingsICLR
   • 2024Isometric Representation Learning for Disentangled Latent Space of Diffusion ModelsICML
4. SNU·음성·오디오

   이교구MARG

   관련도관련 논문 3편비중 4%연구 분야에 명시
   • 2026Exploring the Design Space of Representation Learning for Audio TransformationsISMIR
   • 2025Voice-Based Dysphagia Detection: Leveraging Self-Supervised Speech RepresentationINTERSPEECH
   • 2023Music Mixing Style Transfer: A Contrastive Learning Approach to Disentangle Audio EffectsICASSP
5. SNU·데이터 마이닝

   유재민Data AI Lab

   관련도관련 논문 5편비중 19%
   • 2026Feature-Centric Unsupervised Node Representation Learning Without Homophily AssumptionAAAI
   • 2025Self-Tuning Self-Supervised Image Anomaly DetectionKDD
   • 2025TSA on AutoPilot: Self-tuning Self-supervised Time Series Anomaly DetectionSDM
6. SNU·머신러닝

   이상학Causality Lab

   관련도관련 논문 2편비중 7%연구 분야에 명시
   • 2026On Causal Representation Learning with Internal AuxiliariesUAI
   • 2025Instrumental Variable Representation Learning under Confounded CovariatesNeurIPS
7. SNU·머신러닝2026 업데이트 중

   강명주NCIA Lab

   관련도관련 논문 6편비중 16%
   • 2025Enhancing Wafer Probing With SwinProbeFormer: Self-Supervised Anomaly Detection via Window-Based Swin TransformerIEEE Access
   • 2025Towards Human-Like Invariance: Self-Supervised Learning with Feature-Level Rotation AlignmentICCV
   • 2024Dictionary Contrastive Learning for Efficient Local Supervision without Auxiliary NetworksICLR
8. SNU·머신러닝

   윤성로AI Lab

   관련도관련 논문 6편비중 6%
   • 2026Phrase-Localized Language-Contrastive Guidance: Training-Free Localized Accent Control for Code-Switching Text-to-SpeechEMNLP
   • 2025Causality-Aware Contrastive Learning for Robust Multivariate Time-Series Anomaly DetectionICML
   • 2023Deep Contrastive Learning of Molecular Conformation for Efficient Property PredictionNature Computational Science
9. SNU·AI for Science

   이동헌BiLab

   관련도관련 논문 3편비중 6%
   • 2026KneeDINO: A Knee MRI Vision Foundation Model using Self-Supervised LearningMICCAI
   • 2025Self-supervised autoencoder network for robust heart rate extraction from noisy photoplethysmogram: Applying blind source separation to biosignal analysisComputers in Biology and Medicine
   • 2025Derm-FairAnon: Mitigating Demographic Bias in Skin Image Anonymization with Self-supervised Preference OptimizationCVPR
10. SNU·머신러닝

    이원종DRL Lab

    관련도관련 논문 1편비중 4%연구 분야에 명시
    • 2024Towards a Rigorous Analysis of Mutual Information in Contrastive LearningNeural Networks
11. SNU·데이터 마이닝

    강필성DSBA Lab

    관련도관련 논문 5편비중 12%
    • 2024DSTEA: Improving Dialogue State Tracking via Entity Adaptive Pre-trainingKnowledge-Based Systems
    • 2024Multi-task Self-supervised Time-series Representation LearningInformation Sciences
    • 2024Focus on Your Negative Samples in Time-Series Representation LearningAAAI
12. SNU·로보틱스

    김현진LARR Lab

    관련도관련 논문 3편비중 4%
    • 2026Temporal Action Representation Learning for Tactical Resource Control and Subsequent Maneuver GenerationICRA
    • 2025Temporal Action Representation Learning for Aerial Maneuvering and Resource-Aware Decision-MakingRSS
    • 2023Scale-aware Visual-Inertial Depth Estimation and Odometry using Monocular Self-supervised LearningIEEE Access
13. SNU·AI for Science

    김선BHI Lab

    관련도관련 논문 4편비중 7%
    • 2025Improving Reaction Yield Prediction with Chemical Role and Reaction Center Aware Representation LearningJournal of Chemical Information and Modeling
    • 2024Dual Representation Learning for Predicting Drug-side Effect Frequency using Protein Target InformationIEEE JBHI
    • 2023Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation LearningACL
14. SNU·머신러닝

    문태섭M.IN.D Lab

    관련도관련 논문 4편비중 9%
    • 2024MAFA: Managing False Negatives for Vision-Language Pre-trainingCVPR
    • 2024Regularizing with Pseudo-Negatives for Continual Self-Supervised LearningICML
    • 2024Towards More Diverse Evaluation of Class Incremental Learning: Representation Learning PerspectiveCoLLAs
15. SNU·자연어처리·LLM

    이상구IDS Lab

    관련도관련 논문 3편비중 19%
    • 2025When to Speak, When to Abstain: Contrastive Decoding with AbstentionACL
    • 2024Adaptive Contrastive Decoding in Retrieval-Augmented Generation for Handling Noisy ContextsEMNLP Findings
    • 2023Multi-Scale Contrastive Learning for Complex Scene GenerationWACV
16. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 2편비중 2%
    • 2026MoARa: Module-Aware Rank Allocation and Structure-Preserving Decomposition for Low-Rank LLM Pre-trainingEMNLP
    • 2023Self-Distilled Self-Supervised Representation LearningWACV
17. SNU·데이터 마이닝

    강유Data Mining Lab

    관련도관련 논문 2편비중 3%
    • 2025AugWard: Augmentation-Aware Representation Learning for Accurate Graph ClassificationPAKDD
    • 2024Accurate graph classification via two-staged contrastive curriculum learningPLOS ONE
18. SNU·자연어처리·LLM

    이재윤SKI-ML Lab

    관련도관련 논문 1편비중 4%
    • 2026Generalizing Numerical Reasoning in Table Data through Operation Sketches and Self-Supervised LearningTACL
19. SNU·머신러닝

    김태섭LAAL Lab

    관련도관련 논문 1편비중 3%
    • 2026Attention-space Contrastive Guidance for Efficient Hallucination Mitigation in LVLMsCVPR Findings
20. SNU·머신러닝

    이정우CML Lab

    관련도관련 논문 1편비중 2%
    • 2026Efficient Process Reward Modeling via Contrastive Mutual InformationACL
21. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 1편비중 1%
    • 2026D2E: Scaling Vision-Action Pretraining on Desktop Data for Transfer to Embodied AIICLR
22. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 2편비중 3%
    • 2024Boosting Speech Enhancement with Clean Self-Supervised Features via Conditional Variational AutoencodersICASSP
    • 2023Target-Agnostic Gender-Aware Contrastive Learning for Mitigating Bias in Multilingual Machine TranslationEMNLP
23. SNU·인간-AI 상호작용

    권가진CC Lab

    관련도관련 논문 1편비중 5%
    • 2025MERNet: Multimodal Emotion Recognition in Conversation Network via Cross-Modal Knowledge Distillation and Contrastive LearningBigComp
24. SNU·머신러닝

    김용대IDEA Lab

    관련도관련 논문 1편비중 4%
    • 2025Fair Representation Learning for Continuous Sensitive Attributes using Expectation of Integral Probability MetricsTPAMI
25. SNU·자연어처리·LLM

    도재영AIDAS Lab

    관련도관련 논문 1편비중 3%
    • 2025SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive DecodingICML
26. SNU·로보틱스

    최준원ADR Lab

    관련도관련 논문 1편비중 3%
    • 2025Unified Contrastive Fusion Transformer for Multimodal Human Action RecognitionNeurocomputing
27. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 1편비중 2%
    • 2024Sample Selection via Contrastive Fragmentation for Noisy Label RegressionNeurIPS
28. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 1편비중 1%
    • 2024DUEL: Duplicate Elimination on Active Memory for Self-Supervised Class-Imbalanced LearningAAAI
29. SNU·컴퓨터 비전

    전세영ICL

    관련도관련 논문 1편비중 1%
    • 2024Contribution-based Low-Rank Adaptation with Pre-training Model for Real Image RestorationECCV
30. SNU·자연어처리·LLM

    황승원LDI Lab

    관련도관련 논문 1편비중 1%
    • 2024ContrastiveMix: Overcoming Code-Mixing Dilemma in Cross-Lingual Transfer for Information RetrievalNAACL
31. SNU·머신러닝

    송현오Machine Learning Lab

    관련도관련 논문 1편비중 6%
    • 2023Discovering Hierarchical Achievements in Reinforcement Learning via Contrastive LearningNeurIPS

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.