주제로 연구실 찾기

1. KU·머신러닝

   이성환PRML Lab

   관련도관련 논문 19편비중 10%
   • 2026TF-CADE: Foreground-Concentrated Text-Video Alignment for Zero-Shot Temporal Action DetectionCVPR
   • 2026Compositional Meta-Learning for Mitigating Task Heterogeneity in Physics-Informed Neural NetworksPattern Recognition
   • 2026DCR-TSF: Dual-Level Compositional Reasoning with Triadic Spherical Fusion for Training-Free Zero-Shot Composed Image RetrievalACCV
2. SNU·컴퓨터 비전

   곽노준MIPAL Lab

   관련도관련 논문 8편비중 9%연구 분야에 명시
   • 2026DivCon-NeRF: Diverse and Consistent Ray Augmentation for Few-Shot NeRFIJCAI
   • 2026Zero-Shot Quantization for Object Detectors using Off-the-Shelf Generative ModelsECCV
   • 2025Harmonizing Visual and Textual Embeddings for Zero-Shot Text-to-Image CustomizationAAAI
3. KAIST·머신러닝

   신진우ALIN Lab

   관련도관련 논문 10편비중 8%
   • 2026World Action Models Are Zero-Shot PoliciesCoRL
   • 2025StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity AlignmentIJCAI
   • 2024Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated ExpertsICML
4. Yonsei·로보틱스

   이용현RoPhi Lab

   관련도관련 논문 4편비중 18%
   • 2026AnyCamVLA: Zero-Shot Camera Adaptation for Viewpoint Robust Vision-Language-Action ModelsIROS
   • 2026Point2Act: Efficient 3D Distillation of Multimodal LLMs for Zero-Shot Context-Aware GraspingICRA
   • 2026Zero-Shot Scene Geometry Recognition from Sparse Partial-View Images: Leveraging Generative Diffusion Models for Robotic Manipulation TasksIEEE RA-L
5. 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
   • 2023Meta-Learning with a Geometry-Adaptive PreconditionerCVPR
   • 2023Meta-Learning with Adaptive Weighted Loss for Imbalanced Cold-Start RecommendationCIKM
6. KAIST·머신러닝

   황성주MLAI Lab

   관련도관련 논문 6편비중 6%
   • 2026Multimodal Collaborative Debate for Zero-Shot Time Series ReasoningEMNLP
   • 2025System Prompt Optimization with Meta-LearningNeurIPS
   • 2025VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video UnderstandingCVPR
7. Yonsei·데이터 마이닝

   박상현DELAB

   관련도관련 논문 4편비중 9%
   • 2026AnyAnomaly: Zero-Shot Customizable Video Anomaly Detection with LVLMWACV
   • 2026GranQ: Efficient Channel-wise Quantization via Vectorized Pre-Scaling for Zero-Shot QATACM SAC
   • 2025Advanced Knowledge Transfer: Refined Feature Distillation for Zero-Shot Quantization in Edge ComputingACM SAC
8. Yonsei·머신러닝

   송경우MLAI Lab

   관련도관련 논문 5편비중 6%
   • 2026Evaluating In-Context Learning in Large Language Models for Molecular Property RegressionJournal of Computational Chemistry
   • 2025CCL: Causal-aware In-context Learning for Out-of-Distribution GeneralizationNeurIPS
   • 2024Pre-trained Vision and Language Transformers Are Few-Shot Incremental LearnersCVPR
9. KAIST·컴퓨터 비전

   오태현AMI Lab

   관련도관련 논문 5편비중 5%
   • 2026Zero-Shot Rankability: Revealing Latent Ordinal Structure in Multimodal Large Language Models via LanguageICML
   • 2025Robust 3D Shape Reconstruction in Zero-Shot from a Single Image in the WildCVPR
   • 2025Zero-shot Depth Completion via Test-time Alignment with Affine-invariant Depth PriorAAAI
10. KAIST·AI for Science

    예종철BISPL

    관련도관련 논문 6편비중 5%
    • 2025InvFussion: Bridging Supervised and Zero-shot Diffusion for Inverse ProblemsNeurIPS
    • 2024DreamMotion: Space-Time Self-Similarity Score Distillation for Zero-Shot Video EditingECCV
    • 2024Ground-A-Video: Zero-shot Grounded Video Editing using Text-to-image Diffusion ModelsICLR
11. KU·AI for Science

    감태의Medical AI Lab

    관련도관련 논문 5편비중 7%
    • 2025Pre-to-Post Operative MRI Generation with Retrieval-based Visual In-Context LearningMICCAI
    • 2025Sparsely Labeled fMRI Data Denoising with Meta-Learning-Based Semi-Supervised Domain AdaptationMICCAI
    • 2024META-EEG: Meta-learning-based class-relevant EEG representation learning for zero-calibration brain–computer interfacesExpert Systems with Applications
12. KAIST·컴퓨터 비전

    김승룡CV Lab

    관련도관련 논문 5편비중 4%
    • 2025Cross-View Completion Models are Zero-shot Correspondence EstimatorsCVPR
    • 2025Leveraging Intrinsic Components for Few-Shot Neural Radiance Fields in Unconstrained IlluminationIEEE Access
    • 2024Few-Shot Neural Radiance Fields Under Unconstrained IlluminationAAAI
13. SNU·컴퓨터 비전

    박재식Visual & Geometric Intelligence Lab

    관련도관련 논문 3편비중 5%
    • 2026Learning Zero-Shot Subject-Driven Video Generation Using 1% ComputeECCV
    • 2026Towards Zero-Shot Point Cloud Registration Across Diverse Scales, Scenes, and Sensor SetupsTPAMI
    • 2025BUFFER-X: Towards Zero-Shot Point Cloud Registration in Diverse ScenesICCV
14. KAIST·컴퓨터 비전

    홍승훈Vision and Learning Lab

    관련도관련 논문 4편비중 11%
    • 2026HyperFlow: Gradient-Free Emulation of Few-Shot Fine-TuningNeurIPS
    • 2025Universal Few-shot Spatial Control for Diffusion ModelsNeurIPS
    • 2024Meta-Controller: Few-Shot Imitation of Unseen Embodiments and Tasks in Continuous ControlNeurIPS
15. SNU·머신러닝

    윤성로AI Lab

    관련도관련 논문 4편비중 4%
    • 2026Negative-Guided Subject Fidelity Optimization for Zero-Shot Subject-Driven GenerationACCV
    • 2025Large-Scale Text-to-Image Model with Inpainting is a Zero-Shot Subject-Driven Image GeneratorCVPR
    • 2024Zero-shot Denoising for Real-world ImagesInternational Conference on Artificial Intelligence and Pattern Recognition
16. SNU·머신러닝

    이원종DRL Lab

    관련도관련 논문 4편비중 16%
    • 2025Harmonizing Visual and Textual Embeddings for Zero-Shot Text-to-Image CustomizationAAAI
    • 2025Task-Specific Preconditioner for Cross-Domain Few-Shot LearningAAAI
    • 2024An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLMIEEE Access
17. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 4편비중 5%
    • 2025MultiActor-Audiobook: Zero-Shot Audiobook Generation with Faces and Voices of Multiple SpeakersINTERSPEECH
    • 2025Persona is a Double-Edged Sword: Rethinking the Impact of Role-play Prompts in Zero-shot Reasoning TasksIJCNLP-AACL
    • 2025Public Data Assisted Differentially Private In-Context LearningEMNLP Findings
18. KAIST·컴퓨터 비전

    윤국진VI Lab

    관련도관련 논문 3편비중 3%
    • 2026FrozenDrive: Zero-Shot Text-Guided Driving Scene Generation and Data Augmentation with Parameter-Free Frozen Diffusion ModelECCV
    • 2026Analysis of Multiscale Condensation Phenomena Using a Zero-Shot Computer Vision FrameworkAdvanced Science
    • 2024Stable Surface Regularization for Fast Few-Shot NeRF3DV
19. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 4편비중 6%
    • 2025Confidence-guided Refinement Reasoning for Zero-shot Question AnsweringEMNLP
    • 2025Socratic planner: Inquiry-based zero-shot planning for embodied instruction followingICRA
    • 2024OV-MAP : Open-Vocabulary Zero-Shot 3D Instance Segmentation Map for RobotsIROS
20. SNU·컴퓨터 비전

    전세영ICL

    관련도관련 논문 3편비중 4%
    • 2026Fidelity-Preserving Zero-shot Diffusion Models for Highly Ill-posed Inverse Problems in Lensless ImagingImage and Vision Computing
    • 2025Few-Shot Arbitrary Super-Resolution Considering Consistency and RealnessICEIC
    • 2025Zero-Shot Diffusion Models for Demosaicing in Bayer and Non-Bayer Image SensorsICEIC
21. KAIST·컴퓨터 비전

    주재걸DAVIAN Lab

    관련도관련 논문 3편비중 2%
    • 2026Object-Centric Residual RL for Zero-Shot Sim-to-Real VLA EnhancementCoRL
    • 2025Zero-Shot Head Swapping in Real-World ScenariosCVPR
    • 2025Revisiting LLMs as Zero-Shot Time Series Forecasters: Small Noise Can Break Large ModelsACL
22. POSTECH·컴퓨터 비전

    곽수하, 조민수, 손진희CV Lab

    관련도관련 논문 4편비중 3%
    • 2025Few-Shot Pattern Detection via Template Matching and RegressionICCV
    • 2025Locality-Aware Interaction for Zero-Shot Human-Object Interaction DetectionCVPR
    • 2024Efficient and Versatile Robust Fine-Tuning of Zero-shot ModelsECCV
23. KAIST·머신러닝

    윤세영OSI Lab

    관련도관련 논문 4편비중 3%
    • 2025Flex-Judge: Text-Only Reasoning Unleashes Zero-Shot Multimodal EvaluatorsNeurIPS
    • 2025MAVFlow: Preserving Paralinguistic Elements with Conditional Flow Matching for Zero-Shot AV2AV Multilingual TranslationICCV
    • 2024Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot LearningAAAI
24. Yonsei·머신러닝

    손지용ITML Lab

    관련도관련 논문 2편비중 8%
    • 2026Distributional Alignment as a Criterion for Designing Task Vectors in In-Context LearningNeurIPS
    • 2026Fine-Tuning Without Forgetting In-Context Learning: A Theoretical Analysis of Linear Attention ModelsICML
25. SNU·자연어처리·LLM

    황승원LDI Lab

    관련도관련 논문 4편비중 6%
    • 2025Query-focused Referentiability Learning for Zero-shot RetrievalNAACL
    • 2024HIL: Hybrid Isotropy Learning for Zero-shot Performance in Dense retrievalNAACL
    • 2024ListT5: Listwise Reranking with Fusion-in-Decoder Improves Zero-shot RetrievalACL
26. SNU·컴퓨터 비전

    김영민3D Vision Lab

    관련도관련 논문 2편비중 4%
    • 2026AnyCamVLA: Zero-Shot Camera Adaptation for Viewpoint Robust Vision-Language-Action ModelsIROS
    • 2026Point2Act: Efficient 3D Distillation of Multimodal LLMs for Zero-Shot Context-Aware GraspingICRA
27. SNU·머신러닝

    송현오Machine Learning Lab

    관련도연구 분야에 명시
28. KAIST·컴퓨터 비전

    심현정CVML Lab

    관련도관련 논문 3편비중 6%
    • 2026Blind to Position, Biased in Language: Probing Mid-Layer Representational Bias in Vision-Language Encoders for Zero-Shot Language-Grounded Spatial UnderstandingECCV
    • 2024Adapting Low-Dose CT Denoisers for Texture Preservation using Zero-Shot Local Noise-level MatchingMedical Physics
    • 2023Few-shot Font Generation with Weakly Supervised Localized RepresentationsTPAMI
29. KAIST·컴퓨터 비전

    김현우MLV Lab

    관련도관련 논문 3편비중 4%
    • 2025Super-class guided Transformer for Zero-Shot Attribute ClassificationAAAI
    • 2025Visual Diversity and Region-aware Prompt Learning for Zero-shot HOI DetectionNeurIPS
    • 2023Read-only Prompt Optimization for Vision-Language Few-shot LearningICCV
30. KAIST·머신러닝

    양은호MLI Lab

    관련도관련 논문 3편비중 4%
    • 2025Early Timestep Zero-Shot Candidate Selection for Instruction-Guided Image EditingICCV
    • 2025Face-StyleSpeech: Enhancing Zero-shot Speech Synthesis from Face Images with Improved Face-to-Speech MappingICASSP
    • 2023ZET-Speech: Zero-shot adaptive Emotion-controllable Text-to-Speech Synthesis with Diffusion and Style-based ModelsINTERSPEECH
31. Yonsei·자연어처리·LLM

    김재형ML3 Lab

    관련도관련 논문 2편비중 4%
    • 2026Training-free LLM Verification via Recycling Few-shot ExamplesEMNLP
    • 2025Few-shot Personalization of LLMs with Mis-aligned ResponsesNAACL
32. KU·머신러닝

    정종헌TAIL

    관련도관련 논문 3편비중 13%
    • 2025StarFT: Robust Fine-tuning of Zero-shot Models via Spuriosity AlignmentIJCAI
    • 2024Few-shot Anomaly Detection via PersonalizationIEEE Access
    • 2023WinCLIP: Zero-/Few-Shot Anomaly Classification and SegmentationCVPR
33. SNU·데이터 마이닝

    강유Data Mining Lab

    관련도관련 논문 2편비중 3%
    • 2026Accurate Zero-shot Quantization via Hierarchical Teacher-Assistant DistillationECCV
    • 2025SynQ: Accurate Zero-shot Quantization by Synthesis-aware Fine-tuningICLR
34. KAIST·음성·오디오

    정준선Multimodal AI Lab

    관련도관련 논문 2편비중 2%
    • 2026Acoustic Prompting via Stage-wise Modulation for Few-Shot Learning in Audio Language ModelsINTERSPEECH
    • 2025MAVFlow: Preserving Paralinguistic Elements with Conditional Flow Matching for Zero-Shot AV2AV Multilingual TranslationICCV
35. KU·컴퓨터 비전

    박경문VGI Lab

    관련도관련 논문 3편비중 7%
    • 2025Do Not Mimic My Voice: Speaker Identity Unlearning for Zero-Shot Text-to-SpeechICML
    • 2024Pre-trained Vision and Language Transformers Are Few-Shot Incremental LearnersCVPR
    • 2023LFS-GAN: Lifelong Few-Shot Image GenerationICCV
36. KAIST·자연어처리·LLM

    서민준LK Lab

    관련도관련 논문 4편비중 6%
    • 2024ListT5: Listwise Reranking with Fusion-in-Decoder Improves Zero-shot RetrievalACL
    • 2023Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot LearnersICLR
    • 2023The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-TuningEMNLP
37. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 3편비중 3%
    • 2025Zero-shot Multimodal Document Retrieval via Cross-modal Question GenerationEMNLP
    • 2024Large Language Models are Students at Various Levels: Zero-shot Question Difficulty EstimationEMNLP Findings
    • 2023Zero-shot Active Visual Search (ZAVIS): Intelligent Object Search for Robotic AssistantsICRA
38. Yonsei·자연어처리·LLM

    한요섭TOC Lab

    관련도관련 논문 2편비중 4%
    • 2026EnCur: Curriculum-Based In-Context Learning with Structural Encoding for Code Time Complexity PredictionExpert Systems with Applications
    • 2024SuperST: Superficial Self-Training for Few-Shot Text ClassificationLREC-COLING
39. KAIST·머신러닝

    문재균

    관련도관련 논문 2편비중 10%
    • 2026Identifying Robust Neural Pathways: Few-Shot Adversarial Mask Tuning for Vision-Language ModelsICLR
    • 2023Warping the Space: Weight Space Rotation for Class-Incremental Few-Shot LearningICLR
40. KAIST·데이터 마이닝

    이재길Data Mining Lab

    관련도관련 논문 2편비중 5%
    • 2025Large Language Models are Zero-Shot Point-of-Interest RecommendersData Mining and Knowledge Discovery
    • 2025TFAS: Zero-Shot NAS for General Time-Series Analysis with Time-Frequency Aware ScoringMachine Learning
41. Yonsei·머신러닝

    한동준Edge AI Lab

    관련도관련 논문 2편비중 5%
    • 2026Identifying Robust Neural Pathways: Few-Shot Adversarial Mask Tuning for Vision-Language ModelsICLR
    • 2023Warping the Space: Weight Space Rotation for Class-Incremental Few-Shot LearningICLR
42. KU·컴퓨터 비전

    김동현UTL Lab

    관련도관련 논문 2편비중 4%
    • 2025ZIUM: Zero-Shot Intent-Aware Adversarial Attack on Unlearned ModelsICCV
    • 2024Efficient and Versatile Robust Fine-Tuning of Zero-shot ModelsECCV
43. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 2편비중 4%
    • 2025FedMeNF: Privacy-Preserving Federated Meta-Learning for Neural FieldsICCV
    • 2024Meta-Learning Approach for Joint Multimodal Signals with Multimodal Iterative AdaptationTMLR
44. KAIST·머신러닝

    이주호SIML Lab

    관련도관련 논문 2편비중 3%
    • 2025StarFT: robust fine-tuning of zero-shot models via spuriosity alignmentIJCAI
    • 2024Lipsum-FT: robust fine-tuning of zero-shot models using random text guidanceICLR
45. SNU·AI for Science

    김경수AIBL

    관련도관련 논문 2편비중 6%
    • 2025Early Timestep Zero-Shot Candidate Selection for Instruction-Guided Image EditingICCV
    • 2023Automatic stridor detection using small training set via patch-wise few-shot learning for of multiple system atrophyScientific Reports
46. KAIST·데이터 마이닝

    황지영Big Data Intelligence Lab

    관련도관련 논문 1편비중 5%
    • 2026FIETA: Few-Shot Inductive Knowledge Graph Completion via Task-Aware Graph Neural NetworksCIKM
47. Yonsei·자연어처리·LLM

    여진영Language & AGI Lab

    관련도관련 논문 2편비중 4%
    • 2024Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-shot Question AnsweringEMNLP
    • 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge LearningNeurIPS
48. SNU·머신러닝

    양인순LDS Lab

    관련도관련 논문 1편비중 4%
    • 2026Zero-shot generalization in LQR via D-optimal successor-feature coverageCDC
49. POSTECH·머신러닝

    이남훈Computational Optimization Lab

    관련도관련 논문 1편비중 4%
    • 2026Quantifying Aleatoric Uncertainty of In-Context Learning for Robust Measure of LLM Prediction ConfidenceACL
50. Yonsei·자연어처리·LLM

    이동하DLI Lab

    관련도관련 논문 2편비중 3%
    • 2024Evidence-Focused Fact Summarization for Knowledge-Augmented Zero-Shot Question AnsweringEMNLP
    • 2024Train-Attention: Meta-Learning Where to Focus in Continual Knowledge LearningNeurIPS
51. Yonsei·머신러닝

    노승문AI-ISL

    관련도관련 논문 1편비중 3%
    • 2026Few-Shot Truly Benign DPO Attack for Jailbreaking LLMsNeurIPS
52. SNU·컴퓨터 비전

    이경무, 한보형CV Lab

    관련도관련 논문 2편비중 2%
    • 2024CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental LearningECCV
    • 2024Depth-Regularized Optimization for 3D Gaussian Splatting in Few-Shot ImagesCVPR
53. SNU·데이터 마이닝

    강필성DSBA Lab

    관련도관련 논문 1편비중 2%
    • 2026Domain Adaptation of Attention Heads for Zero-shot Anomaly DetectionComputer Vision and Image Understanding
54. SNU·머신러닝

    문태섭M.IN.D Lab

    관련도관련 논문 1편비중 2%
    • 2026PRISP: Privacy-Safe Few-Shot Personalization via Lightweight AdaptationACL
55. SNU·컴퓨터 비전

    최종현MPR Lab

    관련도관련 논문 1편비중 2%
    • 2026Visual Grounding First, Multimodal In-context Learning FollowsNeurIPS
56. KAIST·머신러닝

    윤철희OptiML Lab

    관련도관련 논문 1편비중 2%
    • 2026In-Context Learning of Hidden Markov Models by Loop TransformersNeurIPS
57. KU·머신러닝

    이창희AIX

    관련도관련 논문 1편비중 3%
    • 2026FA-DeepMSM: A Few-shot Adapted Interpretable Multimodal Survival Model for Improved Prognostic Prediction in GlioblastomaScientific Reports
58. KAIST·음성·오디오

    남주한MAC Lab

    관련도관련 논문 1편비중 1%
    • 2026SDP-Codec: A Speaker-Decoupled Speech Codec with Pitch Injection for Low-Bitrate Coding and Zero-Shot Voice ConversionINTERSPEECH
59. KAIST·데이터 마이닝

    신기정Data Mining Lab

    관련도관련 논문 1편비중 1%
    • 2026Zero-Shot Tabular Learning via Hypergraph Reasoning with LLMsEMNLP
60. POSTECH·그래픽스

    이승용, 조성현, 백승환CG Lab

    관련도관련 논문 1편비중 1%
    • 2026Learning Zero-Shot Subject-Driven Video Generation Using 1% ComputeECCV

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