주제로 연구실 찾기

1. SNU·컴퓨터 비전

   최종현MPR Lab

   관련도관련 논문 8편비중 19%연구 분야에 명시
   • 2026Modular Memory is the Key to Continual Learning AgentsICML
   • 2026OASIS: Online Sample Selection for Continual Visual Instruction TuningACL
   • 2025Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based SamplingICLR
2. Yonsei·머신러닝

   조성배SCLAB

   관련도관련 논문 7편비중 10%연구 분야에 명시
   • 2026Expandable and Differentiable Dual Memories with Orthogonal Regularization for Exemplar-free Continual LearningAAAI
   • 2025An Efficient Method of Lifelong Learning with Differentiable Memory for Edge ComputingHICSS
   • 2025Continual Learning by Contrastive Learning of Regularized Classes in Multivariate Gaussian DistributionsInternational Journal of Neural Systems
3. SNU·머신러닝

   문태섭M.IN.D Lab

   관련도관련 논문 8편비중 19%연구 분야에 명시
   • 2026Forget Forgetting: Continual Learning in a World of Abundant MemoryICLR
   • 2025Prevalence of Negative Transfer in Continual Reinforcement Learning: Analyses and a Simple BaselineICLR
   • 2024Continual Learning in the Presence of Spurious Correlations: Analyses and a Simple BaselineICLR
4. KU·컴퓨터 비전

   박경문VGI Lab

   관련도관련 논문 5편비중 11%연구 분야에 명시
   • 2026Online Versatile Incremental Learning: Towards Class and Domain-Agnostic Adaptation at Any TimeECCV
   • 2025ESSENTIAL: Episodic and Semantic Memory Integration for Video Class-Incremental LearningICCV
   • 2024Versatile Incremental Learning: Towards Class and Domain-Agnostic Incremental LearningECCV
5. SNU·컴퓨터 비전

   전세영ICL

   관련도관련 논문 5편비중 7%연구 분야에 명시
   • 2025Continual Multiple Instance Learning with Enhanced Localization for Histopathological Whole Slide Image AnalysisICCV
   • 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learningMICCAI
   • 2025Continual Test-time Adaptation for Robust Remote Photoplethysmography EstimationIEEE Access
6. SNU·머신러닝

   김태섭LAAL Lab

   관련도관련 논문 3편비중 8%연구 분야에 명시
   • 2026Memory-Free Continual Learning with Null Space Adaptation for Zero-Shot Vision-Language ModelsICLR
   • 2023Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift LearningICCV
   • 2023Task-agnostic continual reinforcement learning: Gaining insights and overcoming challengesCoLLAs
7. POSTECH·머신러닝

   이남훈Computational Optimization Lab

   관련도관련 논문 2편비중 8%연구 분야에 명시
   • 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear ClassificationICLR
   • 2025MemEIC: A Step Toward Continual and Compositional Knowledge EditingNeurIPS
8. Yonsei·머신러닝

   이기복Machine Learning Lab

   관련도관련 논문 1편비중 5%연구 분야에 명시
   • 2026Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix WeightingCVPR
9. KAIST·데이터 마이닝

   황의종Data Intelligence Lab

   관련도관련 논문 3편비중 13%
   • 2026Fair Class-Incremental Learning using Sample WeightingKDD
   • 2026GradMix: Gradient-based Selective Mixup for Robust Data Augmentation in Class-Incremental LearningKDD
   • 2025T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental LearningCVPR
10. KAIST·머신러닝

    황성주MLAI Lab

    관련도관련 논문 6편비중 6%
    • 2024BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time AdaptationICML
    • 2024Carpe diem: On the Evaluation of World Knowledge in Lifelong Language ModelsNAACL
    • 2024ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt TuningCVPR
11. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 4편비중 7%
    • 2026SiGMA: Sign-Guided Merging and Adaptation for Multimodal Continual Instruction TuningECCV
    • 2025Meta-Continual Learning of Neural FieldsICLR
    • 2024Learning to Continually Learn with the Bayesian PrincipleICML
12. Yonsei·자연어처리·LLM

    이동하DLI Lab

    관련도관련 논문 4편비중 7%
    • 2026CREAM: Continual Retrieval on Dynamic Streaming Corpora with Adaptive Soft MemoryKDD
    • 2025Towards Lifelong Dialogue Agents via Relation-aware Memory Construction and Timeline-augmented Response GenerationNAACL
    • 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge LearningNeurIPS
13. SNU·컴퓨터 비전

    이경무, 한보형CV Lab

    관련도관련 논문 4편비중 5%
    • 2025MEIL-NeRF: Memory-Efficient Incremental Learning of Neural Radiance FieldsIEEE Access
    • 2024CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningECCV
    • 2024Cross-Class Feature Augmentation for Class Incremental LearningAAAI
14. Yonsei·자연어처리·LLM

    김재형ML3 Lab

    관련도관련 논문 2편비중 4%
    • 2026CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain AdaptationEMNLP
    • 2026SPRInG: Continual LLM Personalization via Selective Parametric Adaptation and Retrieval-Interpolated GenerationEMNLP
15. KU·컴퓨터 비전

    김동현UTL Lab

    관련도관련 논문 4편비중 9%
    • 2025LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM LearningICCV
    • 2024What, How, and When Should Object Detectors Update in Continually Changing Test Domains?CVPR
    • 2023CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual LearningCVPR
16. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 2편비중 3%
    • 2026LiSA: Lifelong Safety Adaptation via Conservative Policy InductionNeurIPS
    • 2026PRAGMA: Evaluating Personalized Guidance with Memory Alignment in Lifelong ConversationsEMNLP
17. KU·자연어처리·LLM

    임희석NLP&AI Lab

    관련도관련 논문 2편비중 2%
    • 2026Generalizable Lifelong Model Editing via Preference OptimizationEMNLP
    • 2026Towards Scalable Lifelong Knowledge Editing with Selective Knowledge SuppressionACL
18. KU·인간-AI 상호작용

    서승호HUI

    관련도관련 논문 3편비중 5%
    • 2025Exploration and exploitation in continual learningNeural Networks
    • 2025PACL+: Online continual learning using proxy-anchor and contrastive loss with Gaussian replay for sensor-based human activity recognitionExpert Systems with Applications
    • 2024Dynamically Managing a Prompt Pool via Self-Enhancement in Continual LearningAdaptive Foundation Models: Evolving AI for Personalized and Efficient Learning
19. KAIST·데이터 마이닝

    이재길Data Mining Lab

    관련도관련 논문 3편비중 8%
    • 2025Active Learning for Continual Learning: Keeping the Past Alive in the PresentICLR
    • 2024Adaptive Shortcut Debiasing for Online Continual LearningAAAI
    • 2024One Size Fits All for Semantic Shifts: Adaptive Prompt Tuning for Continual LearningICML
20. KAIST·머신러닝

    이주호SIML Lab

    관련도관련 논문 3편비중 4%
    • 2025Compact memory for continual logistic regressionNeurIPS
    • 2025Compact memory for K-prior based continual learningAABI Workshop Track
    • 2023Modeling uplift from observational time-series in continual scenariosAAAI
21. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 3편비중 3%
    • 2025Mitigating the Bias in the Model for Continual Test-Time AdaptationIEEE Access
    • 2024What, How, and When Should Object Detectors Update in Continually Changing Test Domains?CVPR
    • 2024Class Incremental Learning with Large Domain ShiftIEEE Access
22. KAIST·데이터 마이닝

    박찬영DSAIL

    관련도관련 논문 3편비중 3%
    • 2025Dynamic Time-aware Continual User Representation LearningSIGIR
    • 2024DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual LearningWWW
    • 2023Task Relation-aware Continual User Representation LearningKDD
23. KAIST·로보틱스

    금동석AXE Lab

    관련도관련 논문 2편비중 6%
    • 2026Continual Reinforcement Learning Framework for Scalable Collision Avoidance and Mitigation System with Packing StrategyIEEE RA-L
    • 2024Continual Motion Prediction Learning Framework via Meta-Representation Learning and Optimal Memory Buffer Retention StrategyCVPR
24. Yonsei·머신러닝

    한동준Edge AI Lab

    관련도관련 논문 2편비중 5%
    • 2026MT-CC: Multi-Group Temperature Scaling for Asymmetric Calibration Behavior in Class-Incremental LearningNeurIPS
    • 2024FICDF: A Federated Incremental Learning Framework for IoT Device FingerprintingIEEE WiOpt
25. KAIST·자연어처리·LLM

    서민준LK Lab

    관련도관련 논문 2편비중 3%
    • 2026Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge StreamsACL
    • 2024Carpe diem: On the Evaluation of World Knowledge in Lifelong Language ModelsNAACL
26. KU·머신러닝

    이성환PRML Lab

    관련도관련 논문 2편비중 1%
    • 2026Towards Memory-Efficient Continual Adaptation for MI-EEG Decoding in BCIsIEEE TSMC
    • 2024Domain-Incremental Learning Framework for Continual Motor Imagery EEG Classification taskEMBC
27. Yonsei·머신러닝

    손지용ITML Lab

    관련도관련 논문 2편비중 8%
    • 2025Buffer-based Gradient Projection for Continual Federated LearningTMLR
    • 2025Measuring Representational Shifts in Continual Learning: A Linear Transformation PerspectiveICML
28. SNU·머신러닝

    윤성로AI Lab

    관련도관련 논문 4편비중 4%
    • 2023CLeAR: Continual Learning on Algorithmic Reasoning for Human-like IntelligenceNeurIPS
    • 2023Generating Instance-level Prompts for Rehearsal-free Continual LearningICCV
    • 2023Large-scale Lifelong Learning of In-context Instructions and How to Tackle ItACL
29. SNU·자연어처리·LLM

    도재영AIDAS Lab

    관련도관련 논문 2편비중 6%
    • 2026SUM: Unified Geometric Surgery on Spatio-Temporal Adaptation Vectors for Federated Class Incremental LearningECCV
    • 2023Large-scale lifelong learning of in-context instructions and how to tackle itACL
30. Yonsei·자연어처리·LLM

    여진영Language & AGI Lab

    관련도관련 논문 2편비중 4%
    • 2025Towards Lifelong Dialogue Agents via Timeline-based Memory ManagementNAACL
    • 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge LearningNeurIPS
31. POSTECH·AI 시스템

    전명재OMNIA Lab

    관련도관련 논문 2편비중 17%
    • 2025REP: Resource-Efficient Prompting for Rehearsal-Free Continual LearningNeurIPS
    • 2023Cost-effective On-device Continual Learning over Memory Hierarchy with MiroMobiCom
32. SNU·머신러닝2026 업데이트 중

    강명주NCIA Lab

    관련도관련 논문 2편비중 5%
    • 2025DANCE: Dynamic Adaptive Modulation for Continual Deepfake DetectionICCV
    • 2023Learning without Prejudices: Continual Unbiased Learning via Benign and Malignant ForgettingICLR
33. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 2편비중 3%
    • 2025Continual Vision-and-Language NavigationBMVC
    • 2023GVCCI: Lifelong Learning of Visual Grounding for Language-Guided Robotic ManipulationIROS
34. KU·머신러닝

    정종헌TAIL

    관련도관련 논문 1편비중 4%
    • 2026CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain AdaptationEMNLP
35. SNU·AI 시스템

    김형신AIoT Lab

    관련도관련 논문 1편비중 3%
    • 2026Organized Plasticity for Cost-Bounded Continual AdaptationICML
36. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 1편비중 3%
    • 2026ELO: Efficient Layer-Specific Optimization for Continual Pretraining of Multilingual LLMsEACL
37. SNU·데이터 마이닝

    강필성DSBA Lab

    관련도관련 논문 1편비중 2%
    • 2026DeCoFlow: Structural Decomposition of Normalizing Flows for Continual Anomaly DetectionECCV
38. KAIST·머신러닝

    이상완AI Brain Lab

    관련도관련 논문 1편비중 2%
    • 2026Mitigating plasticity loss through architectural design in continual learningICML
39. KAIST·머신러닝

    양은호MLI Lab

    관련도관련 논문 1편비중 1%
    • 2026CURaTE: Continual Unlearning in Real Time with Ensured Preservation of LLM KnowledgeACL Findings
40. KAIST·컴퓨터 비전

    윤국진VI Lab

    관련도관련 논문 1편비중 1%
    • 2026Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time AdaptationECCV
41. POSTECH·컴퓨터 비전

    곽수하, 조민수, 손진희CV Lab

    관련도관련 논문 1편비중 1%
    • 2026TestDG: Test-time Domain Generalization for Continual Test-time AdaptationTMLR
42. POSTECH·머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련도관련 논문 1편비중 1%
    • 2026Robust and Efficient Continual Model Merging via Global Singular Subspace Separation and RestorationNeurIPS
43. POSTECH·컴퓨터 비전

    김광인MLV Group

    관련도관련 논문 1편비중 8%
    • 2025REP: Resource-efficient prompting for rehearsal-free continual learningNeurIPS
44. SNU·머신러닝

    이원종DRL Lab

    관련도관련 논문 1편비중 4%
    • 2025Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature RichnessNeural Networks
45. SNU·로보틱스

    김아영RPM Lab

    관련도관련 논문 1편비중 3%
    • 2025Ephemerality meets LiDAR-based Lifelong MappingICRA
46. SNU·AI for Science

    이종호LIST

    관련도관련 논문 1편비중 3%
    • 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learningMICCAI
47. KAIST·머신러닝

    오성준STAI Lab

    관련도관련 논문 1편비중 2%
    • 2025OVS Meets Continual Learning: Towards Sustainable Open-Vocabulary SegmentationNeurIPS
48. KAIST·머신러닝

    윤철희OptiML Lab

    관련도관련 논문 1편비중 2%
    • 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear ClassificationICLR
49. KU·자연어처리·LLM

    이상근Data Intelligence Lab

    관련도관련 논문 1편비중 3%
    • 2025Continual Debiasing: A Bias Mitigation Framework for Natural Language Understanding SystemsExpert Systems with Applications
50. Yonsei·컴퓨터 비전

    이종석MCML Group

    관련도관련 논문 1편비중 3%
    • 2025Exploring cross-stage adversarial transferability in class-incremental continual learningMMSP
51. SNU·자연어처리·LLM

    조요한

    관련도관련 논문 1편비중 2%
    • 2025Towards Lifelong Dialogue Agents via Timeline-based Memory ManagementNAACL
52. KAIST·데이터 마이닝

    신기정Data Mining Lab

    관련도관련 논문 1편비중 1%
    • 2025BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual LearningACM TIST
53. SNU·인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련도관련 논문 1편비중 2%
    • 2024CLeVer: Continual Learning Visualizer for Detecting Task Transition FailurePacificVis
54. SNU·머신러닝

    오민환

    관련도관련 논문 1편비중 2%
    • 2024Doubly Perturbed Task Free Continual LearningAAAI
55. KAIST·머신러닝

    윤세영OSI Lab

    관련도관련 논문 1편비중 1%
    • 2024Carpe diem: On the Evaluation of World Knowledge in Lifelong Language ModelsNAACL
56. SNU·머신러닝

    이정우CML Lab

    관련도관련 논문 1편비중 2%
    • 2023On the Convergence of Continual Learning with Adaptive MethodsUAI
57. SNU·자연어처리·LLM

    황승원LDI Lab

    관련도관련 논문 1편비중 1%
    • 2023C2LIR: Continual Cross-lingual Transfer for Low-Resource Information RetrievalECIR
58. KAIST·컴퓨터 비전

    김준모SIIT Lab

    관련도관련 논문 1편비중 1%
    • 2023Data Poisoning Attack Aiming the Vulnerability of Continual LearningICIP

2026 논문이 아직 반영되지 않은 연구실은 결과에서 불리할 수 있어요.