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Korea AI Labs

지속 학습

Continual Learning · 연구실 58곳 · 논문 134편

다른 주제·대학과 함께 찾기
POSTECH5/15
KU7/23
Yonsei8/37
KAIST16/57
SNU22/84
칸 하나가 연구실 하나예요. 이 주제 논문이 많을수록 밝아요.

관련 연구실

등급은 학회·저널 분류이며 연구실 순위가 아닙니다.

  1. SNU컴퓨터 비전

    최종현MPR Lab

    관련 논문 8편비중 19%연구 분야에 명시
    • 2026Modular Memory is the Key to Continual Learning Agents ICML
    • 2026OASIS: Online Sample Selection for Continual Visual Instruction Tuning ACL
    • 2025Budgeted Online Continual Learning by Adaptive Layer Freezing and Frequency-based Sampling ICLR
  2. Yonsei머신러닝

    조성배SCLAB

    관련 논문 7편비중 10%연구 분야에 명시
    • 2026Expandable and Differentiable Dual Memories with Orthogonal Regularization for Exemplar-free Continual Learning AAAI
    • 2025An Efficient Method of Lifelong Learning with Differentiable Memory for Edge Computing HICSS
    • 2025Continual Learning by Contrastive Learning of Regularized Classes in Multivariate Gaussian Distributions International Journal of Neural Systems
  3. SNU머신러닝

    문태섭M.IN.D Lab

    관련 논문 8편비중 19%연구 분야에 명시
    • 2026Forget Forgetting: Continual Learning in a World of Abundant Memory ICLR
    • 2025Prevalence of Negative Transfer in Continual Reinforcement Learning: Analyses and a Simple Baseline ICLR
    • 2024Continual Learning in the Presence of Spurious Correlations: Analyses and a Simple Baseline ICLR
  4. KU컴퓨터 비전

    박경문VGI Lab

    관련 논문 5편비중 11%연구 분야에 명시
    • 2026Online Versatile Incremental Learning: Towards Class and Domain-Agnostic Adaptation at Any Time ECCV
    • 2025ESSENTIAL: Episodic and Semantic Memory Integration for Video Class-Incremental Learning ICCV
    • 2024Versatile Incremental Learning: Towards Class and Domain-Agnostic Incremental Learning ECCV
  5. SNU컴퓨터 비전

    전세영ICL

    관련 논문 5편비중 7%연구 분야에 명시
    • 2025Continual Multiple Instance Learning with Enhanced Localization for Histopathological Whole Slide Image Analysis ICCV
    • 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning MICCAI
    • 2025Continual Test-time Adaptation for Robust Remote Photoplethysmography Estimation IEEE Access
  6. SNU머신러닝

    김태섭LAAL Lab

    관련 논문 3편비중 8%연구 분야에 명시
    • 2026Memory-Free Continual Learning with Null Space Adaptation for Zero-Shot Vision-Language Models ICLR
    • 2023Complementary Domain Adaptation and Generalization for Unsupervised Continual Domain Shift Learning ICCV
    • 2023Task-agnostic continual reinforcement learning: Gaining insights and overcoming challenges CoLLAs
  7. POSTECH머신러닝

    이남훈Computational Optimization Lab

    관련 논문 2편비중 8%연구 분야에 명시
    • 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification ICLR
    • 2025MemEIC: A Step Toward Continual and Compositional Knowledge Editing NeurIPS
  8. Yonsei머신러닝

    이기복Machine Learning Lab

    관련 논문 1편비중 5%연구 분야에 명시
    • 2026Enhancing Continual Learning of Vision-Language Models via Dynamic Prefix Weighting CVPR
  9. KAIST데이터 마이닝

    황의종Data Intelligence Lab

    관련 논문 3편비중 13%
    • 2026Fair Class-Incremental Learning using Sample Weighting KDD
    • 2026GradMix: Gradient-based Selective Mixup for Robust Data Augmentation in Class-Incremental Learning KDD
    • 2025T-CIL: Temperature Scaling using Adversarial Perturbation for Calibration in Class-Incremental Learning CVPR
  10. KAIST머신러닝

    황성주MLAI Lab

    관련 논문 6편비중 6%
    • 2024BECoTTA: Input-dependent Online Blending of Experts for Continual Test-time Adaptation ICML
    • 2024Carpe diem: On the Evaluation of World Knowledge in Lifelong Language Models NAACL
    • 2024ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning CVPR
  11. SNU컴퓨터 비전

    김건희Vision & Learning Lab

    관련 논문 4편비중 7%
    • 2026SiGMA: Sign-Guided Merging and Adaptation for Multimodal Continual Instruction Tuning ECCV
    • 2025Meta-Continual Learning of Neural Fields ICLR
    • 2024Learning to Continually Learn with the Bayesian Principle ICML
  12. Yonsei자연어처리·LLM

    이동하DLI Lab

    관련 논문 4편비중 7%
    • 2026CREAM: Continual Retrieval on Dynamic Streaming Corpora with Adaptive Soft Memory KDD
    • 2025Towards Lifelong Dialogue Agents via Relation-aware Memory Construction and Timeline-augmented Response Generation NAACL
    • 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning NeurIPS
  13. SNU컴퓨터 비전

    이경무, 한보형CV Lab

    관련 논문 4편비중 5%
    • 2025MEIL-NeRF: Memory-Efficient Incremental Learning of Neural Radiance Fields IEEE Access
    • 2024CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning ECCV
    • 2024Cross-Class Feature Augmentation for Class Incremental Learning AAAI
  14. Yonsei자연어처리·LLM

    김재형ML3 Lab

    관련 논문 2편비중 4%
    • 2026CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation EMNLP
    • 2026SPRInG: Continual LLM Personalization via Selective Parametric Adaptation and Retrieval-Interpolated Generation EMNLP
  15. KU컴퓨터 비전

    김동현UTL Lab

    관련 논문 4편비중 9%
    • 2025LoRA-Loop: Closing the Synthetic Replay Cycle for Continual VLM Learning ICCV
    • 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 Learning CVPR
  16. SNU자연어처리·LLM

    정교민MI Lab

    관련 논문 2편비중 3%
    • 2026LiSA: Lifelong Safety Adaptation via Conservative Policy Induction NeurIPS
    • 2026PRAGMA: Evaluating Personalized Guidance with Memory Alignment in Lifelong Conversations EMNLP
  17. KU자연어처리·LLM

    임희석NLP&AI Lab

    관련 논문 2편비중 2%
    • 2026Generalizable Lifelong Model Editing via Preference Optimization EMNLP
    • 2026Towards Scalable Lifelong Knowledge Editing with Selective Knowledge Suppression ACL
  18. KU인간-AI 상호작용

    서승호HUI

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

    이재길Data Mining Lab

    관련 논문 3편비중 8%
    • 2025Active Learning for Continual Learning: Keeping the Past Alive in the Present ICLR
    • 2024Adaptive Shortcut Debiasing for Online Continual Learning AAAI
    • 2024One Size Fits All for Semantic Shifts: Adaptive Prompt Tuning for Continual Learning ICML
  20. KAIST머신러닝

    이주호SIML Lab

    관련 논문 3편비중 4%
    • 2025Compact memory for continual logistic regression NeurIPS
    • 2025Compact memory for K-prior based continual learning AABI Workshop Track
    • 2023Modeling uplift from observational time-series in continual scenarios AAAI
  21. SNU컴퓨터 비전

    곽노준MIPAL Lab

    관련 논문 3편비중 3%
    • 2025Mitigating the Bias in the Model for Continual Test-Time Adaptation IEEE Access
    • 2024What, How, and When Should Object Detectors Update in Continually Changing Test Domains? CVPR
    • 2024Class Incremental Learning with Large Domain Shift IEEE Access
  22. KAIST데이터 마이닝

    박찬영DSAIL

    관련 논문 3편비중 3%
    • 2025Dynamic Time-aware Continual User Representation Learning SIGIR
    • 2024DSLR: Diversity Enhancement and Structure Learning for Rehearsal-based Graph Continual Learning WWW
    • 2023Task Relation-aware Continual User Representation Learning KDD
  23. KAIST로보틱스

    금동석AXE Lab

    관련 논문 2편비중 6%
    • 2026Continual Reinforcement Learning Framework for Scalable Collision Avoidance and Mitigation System with Packing Strategy IEEE RA-L
    • 2024Continual Motion Prediction Learning Framework via Meta-Representation Learning and Optimal Memory Buffer Retention Strategy CVPR
  24. Yonsei머신러닝

    한동준Edge AI Lab

    관련 논문 2편비중 5%
    • 2026MT-CC: Multi-Group Temperature Scaling for Asymmetric Calibration Behavior in Class-Incremental Learning NeurIPS
    • 2024FICDF: A Federated Incremental Learning Framework for IoT Device Fingerprinting IEEE WiOpt
  25. KAIST자연어처리·LLM

    서민준LK Lab

    관련 논문 2편비중 3%
    • 2026Can Large Language Models Keep Up? Benchmarking Online Adaptation to Continual Knowledge Streams ACL
    • 2024Carpe diem: On the Evaluation of World Knowledge in Lifelong Language Models NAACL
  26. KU머신러닝

    이성환PRML Lab

    관련 논문 2편비중 1%
    • 2026Towards Memory-Efficient Continual Adaptation for MI-EEG Decoding in BCIs IEEE TSMC
    • 2024Domain-Incremental Learning Framework for Continual Motor Imagery EEG Classification task EMBC
  27. Yonsei머신러닝

    손지용ITML Lab

    관련 논문 2편비중 8%
    • 2025Buffer-based Gradient Projection for Continual Federated Learning TMLR
    • 2025Measuring Representational Shifts in Continual Learning: A Linear Transformation Perspective ICML
  28. SNU머신러닝

    윤성로AI Lab

    관련 논문 4편비중 4%
    • 2023CLeAR: Continual Learning on Algorithmic Reasoning for Human-like Intelligence NeurIPS
    • 2023Generating Instance-level Prompts for Rehearsal-free Continual Learning ICCV
    • 2023Large-scale Lifelong Learning of In-context Instructions and How to Tackle It ACL
  29. SNU자연어처리·LLM

    도재영AIDAS Lab

    관련 논문 2편비중 6%
    • 2026SUM: Unified Geometric Surgery on Spatio-Temporal Adaptation Vectors for Federated Class Incremental Learning ECCV
    • 2023Large-scale lifelong learning of in-context instructions and how to tackle it ACL
  30. Yonsei자연어처리·LLM

    여진영Language & AGI Lab

    관련 논문 2편비중 4%
    • 2025Towards Lifelong Dialogue Agents via Timeline-based Memory Management NAACL
    • 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge Learning NeurIPS
  31. POSTECHAI 시스템

    전명재OMNIA Lab

    관련 논문 2편비중 17%
    • 2025REP: Resource-Efficient Prompting for Rehearsal-Free Continual Learning NeurIPS
    • 2023Cost-effective On-device Continual Learning over Memory Hierarchy with Miro MobiCom
  32. SNU머신러닝2026 업데이트 중

    강명주NCIA Lab

    관련 논문 2편비중 5%
    • 2025DANCE: Dynamic Adaptive Modulation for Continual Deepfake Detection ICCV
    • 2023Learning without Prejudices: Continual Unbiased Learning via Benign and Malignant Forgetting ICLR
  33. SNU머신러닝

    장병탁BI Lab

    관련 논문 2편비중 3%
    • 2025Continual Vision-and-Language Navigation BMVC
    • 2023GVCCI: Lifelong Learning of Visual Grounding for Language-Guided Robotic Manipulation IROS
  34. KU머신러닝

    정종헌TAIL

    관련 논문 1편비중 4%
    • 2026CPR for LLMs: Critical-Point Routing against Catastrophic Forgetting in Domain Adaptation EMNLP
  35. SNUAI 시스템

    김형신AIoT Lab

    관련 논문 1편비중 3%
    • 2026Organized Plasticity for Cost-Bounded Continual Adaptation ICML
  36. KAIST자연어처리·LLM

    임경태MLP Lab

    관련 논문 1편비중 3%
    • 2026ELO: Efficient Layer-Specific Optimization for Continual Pretraining of Multilingual LLMs EACL
  37. SNU데이터 마이닝

    강필성DSBA Lab

    관련 논문 1편비중 2%
    • 2026DeCoFlow: Structural Decomposition of Normalizing Flows for Continual Anomaly Detection ECCV
  38. KAIST머신러닝

    이상완AI Brain Lab

    관련 논문 1편비중 2%
    • 2026Mitigating plasticity loss through architectural design in continual learning ICML
  39. KAIST머신러닝

    양은호MLI Lab

    관련 논문 1편비중 1%
    • 2026CURaTE: Continual Unlearning in Real Time with Ensured Preservation of LLM Knowledge ACL Findings
  40. KAIST컴퓨터 비전

    윤국진VI Lab

    관련 논문 1편비중 1%
    • 2026Distill Once, Adapt Life-Long: Exploring Dataset Distillation for Continual Test-Time Adaptation ECCV
  41. POSTECH컴퓨터 비전

    곽수하, 조민수, 손진희CV Lab

    관련 논문 1편비중 1%
    • 2026TestDG: Test-time Domain Generalization for Continual Test-time Adaptation TMLR
  42. POSTECH머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련 논문 1편비중 1%
    • 2026Robust and Efficient Continual Model Merging via Global Singular Subspace Separation and Restoration NeurIPS
  43. POSTECH컴퓨터 비전

    김광인MLV Group

    관련 논문 1편비중 8%
    • 2025REP: Resource-efficient prompting for rehearsal-free continual learning NeurIPS
  44. SNU머신러닝

    이원종DRL Lab

    관련 논문 1편비중 4%
    • 2025Improving Forward Compatibility in Class Incremental Learning by Increasing Representation Rank and Feature Richness Neural Networks
  45. SNU로보틱스

    김아영RPM Lab

    관련 논문 1편비중 3%
    • 2025Ephemerality meets LiDAR-based Lifelong Mapping ICRA
  46. SNUAI for Science

    이종호LIST

    관련 논문 1편비중 3%
    • 2025MOST: MR reconstruction Optimization for multiple downStream Tasks via continual learning MICCAI
  47. KAIST머신러닝

    오성준STAI Lab

    관련 논문 1편비중 2%
    • 2025OVS Meets Continual Learning: Towards Sustainable Open-Vocabulary Segmentation NeurIPS
  48. KAIST머신러닝

    윤철희OptiML Lab

    관련 논문 1편비중 2%
    • 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification ICLR
  49. KU자연어처리·LLM

    이상근Data Intelligence Lab

    관련 논문 1편비중 3%
    • 2025Continual Debiasing: A Bias Mitigation Framework for Natural Language Understanding Systems Expert Systems with Applications
  50. Yonsei컴퓨터 비전

    이종석MCML Group

    관련 논문 1편비중 3%
    • 2025Exploring cross-stage adversarial transferability in class-incremental continual learning MMSP
  51. SNU자연어처리·LLM

    조요한

    관련 논문 1편비중 2%
    • 2025Towards Lifelong Dialogue Agents via Timeline-based Memory Management NAACL
  52. KAIST데이터 마이닝

    신기정Data Mining Lab

    관련 논문 1편비중 1%
    • 2025BeGin: Extensive Benchmark Scenarios and An Easy-to-use Framework for Graph Continual Learning ACM TIST
  53. SNU인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련 논문 1편비중 2%
    • 2024CLeVer: Continual Learning Visualizer for Detecting Task Transition Failure PacificVis
  54. SNU머신러닝

    오민환

    관련 논문 1편비중 2%
    • 2024Doubly Perturbed Task Free Continual Learning AAAI
  55. KAIST머신러닝

    윤세영OSI Lab

    관련 논문 1편비중 1%
    • 2024Carpe diem: On the Evaluation of World Knowledge in Lifelong Language Models NAACL
  56. SNU머신러닝

    이정우CML Lab

    관련 논문 1편비중 2%
    • 2023On the Convergence of Continual Learning with Adaptive Methods UAI
  57. SNU자연어처리·LLM

    황승원LDI Lab

    관련 논문 1편비중 1%
    • 2023C2LIR: Continual Cross-lingual Transfer for Low-Resource Information Retrieval ECIR
  58. KAIST컴퓨터 비전

    김준모SIIT Lab

    관련 논문 1편비중 1%
    • 2023Data Poisoning Attack Aiming the Vulnerability of Continual Learning ICIP