주제로 연구실 찾기

1. KAIST·머신러닝

   최재식SAIL Lab

   관련도관련 논문 7편비중 15%연구 분야에 명시
   • 2026Diffusion Integrated Gradients: Controllable Path Generation for Flexible Feature AttributionECCV
   • 2026Manifold-Aligned Guided Integrated Gradients for Reliable Feature AttributionICML
   • 2026Spectral Integrated Gradients for Coarse-to-Fine Feature AttributionKDD
2. SNU·머신러닝

   윤성로AI Lab

   관련도관련 논문 8편비중 7%
   • 2026Temporal Island Sparse Autoencoders for Interpreting Clinical Time-Series ModelsNeurIPS
   • 2026Generating Interpretable Context-Aware Medical Concept Embedding Implicating Expert Knowledge using LLMsArtificial Intelligence in Medicine
   • 2026SAVE: Sparse Autoencoder‑Driven Visual Information Enhancement for Mitigating Object HallucinationWACV
3. KU·머신러닝

   이성환PRML Lab

   관련도관련 논문 7편비중 4%
   • 2025Comprehensive Information Bottleneck for Unveiling Universal Attribution to Interpret Vision TransformersCVPR
   • 2025Illuminating Salient Contributions in Neuron Activation with Attribution EquilibriumTPAMI
   • 2025Model-Agnostic and Efficient Mixup Augmentation Guided by Saliency MapsTPAMI
4. KU·머신러닝

   이창희AIX

   관련도관련 논문 2편비중 5%연구 분야에 명시
   • 2026INSHAPE: Instance-Level Shapelets for Interpretable Time-Series ClassificationIJCAI
   • 2026FA-DeepMSM: A Few-shot Adapted Interpretable Multimodal Survival Model for Improved Prognostic Prediction in GlioblastomaScientific Reports
5. KAIST·컴퓨터 비전

   주재걸DAVIAN Lab

   관련도관련 논문 6편비중 4%
   • 2026More Than What Was Chosen: LLM-based Explainable Recommendation Beyond Noisy User PreferencesICLR
   • 2026Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuningICLR
   • 2025Sparse Autoencoders Reveal Selective Remapping of Visual Concepts during AdaptationICLR
6. POSTECH·자연어처리·LLM

   이근배, 김형훈NLP Lab

   관련도관련 논문 5편비중 6%
   • 2026Teach-to-Reason with Scoring: Self-Explainable Rationale-Driven Multi-Trait Essay ScoringExpert Systems with Applications
   • 2026S3: Sequential Self-feeding Slot Prediction for Explainable Cognitive Reframing in Task-Oriented DialogueACM Transactions on Computing for Healthcare
   • 2025Structured Reasoning and Answer Verification: Enhancing Question Answering System Accuracy and ExplainabilityKnowledge-Based Systems
7. SNU·인간-AI 상호작용

   서봉원Human Centered Computing Lab

   관련도관련 논문 1편비중 2%연구 분야에 명시
   • 2026"What Can I Control?": Designing an Attribution Reframing Chatbot for Early-Career Employees' Workplace Stress ManagementCHI
8. Yonsei·머신러닝

   송경우MLAI Lab

   관련도관련 논문 1편비중 1%연구 분야에 명시
   • 2026Geometry-Adaptive Explainer for Faithful Dictionary-Based Interpretability under Distribution ShiftNeurIPS
9. KAIST·데이터 마이닝

   박찬영DSAIL

   관련도관련 논문 4편비중 4%
   • 2026Machine Collective Intelligence with Canonical Syntax Representations for Explainable Scientific DiscoveryNeurIPS
   • 2026Rethinking Failure Attribution in Multi-Agent Systems: A Multi-Perspective Benchmark and EvaluationICML
   • 2024Self-Explainable Temporal Graph Networks based on Graph Information BottleneckKDD
10. SNU·컴퓨터 비전

    곽노준MIPAL Lab

    관련도관련 논문 3편비중 3%
    • 2026From Local to Global to Mechanistic: An iERF-Centered Unified Framework for Interpreting Vision ModelsTPAMI
    • 2026Bi-ICE: An Inner Interpretable Framework for Image Classification via Bi-directional Interactions between Concept and Input EmbeddingsWACV
    • 2025Causal Interpretation of Sparse Autoencoder Features in VisionICCV
11. SNU·AI for Science

    손석우Weather and Climate Dynamics Lab

    관련도관련 논문 3편비중 3%
    • 2026Attribution of recent change in the stratospheric temperature and its application to future projectionGeophysical Research Letters
    • 2026Forecast-based attribution of the role of stratospheric variability in weather extremesWeather and Climate Dynamics
    • 2025Attribution of 2022 August heavy precipitation event in South Korea using high-resolution pseudo global warming simulations: Sensitivity to vertical temperature changesGeophysical Research Letters
12. KAIST·머신러닝

    오성준STAI Lab

    관련도관련 논문 2편비중 4%연구 분야에 명시
    • 2023A Bayesian Perspective On Training Data AttributionNeurIPS
    • 2023Exploring Practitioner Perspectives On Training Data Attribution ExplanationsNeurIPS
13. Yonsei·머신러닝

    조성배SCLAB

    관련도관련 논문 4편비중 6%
    • 2026SGA-DT: An adaptive fusion framework for missing data imputation and interpretable healthcare classificationPLOS ONE
    • 2025Causally explainable artificial intelligence on deep learning model for energy demand predictionEngineering Applications of Artificial Intelligence
    • 2023A Causally Explainable Deep Learning Model with Modular Bayesian Network for Predicting Electric Energy DemandHAIS
14. KU·AI for Science

    석흥일Machine Intelligence Lab

    관련도관련 논문 4편비중 8%
    • 2025Explainable Normative Modeling for Brain Disorder Identification in Resting-State fMRIIEEE TMI
    • 2025A Quantitatively Interpretable Model for Alzheimer’s Disease Prediction Using Deep CounterfactualsNeuroImage
    • 2024EAG-RS: A Novel Explainability-guided ROI-Selection Framework for ASD Diagnosis via Inter-regional Relation LearningIEEE TMI
15. SNU·머신러닝

    이상학Causality Lab

    관련도관련 논문 2편비중 7%
    • 2026Decomposing Conformal Uncertainty: Calibration- and Instance-Driven Feature AttributionNeurIPS
    • 2026A Tale of Two Uncertainties: Global–Local Attribution for Conformal PredictionICML
16. KU·인간-AI 상호작용

    Christian WallravenCognitive Systems Lab

    관련도관련 논문 2편비중 7%
    • 2026Establishing the robustness metric as a scalable proxy for clinical relevance in medical AI explainabilityMedical Image Analysis
    • 2026Unmasking deceptive decisions in a two-player competitive game: Integrating ERPs, spectral-perturbation signatures, and interpretable neural-network decodingBiological Psychology
17. Yonsei·컴퓨터 비전

    황성재MICV Lab

    관련도관련 논문 2편비중 4%
    • 2026Interpretable Motion Attentive Maps: Spatio-Temporally Localizing Concepts in Video Diffusion TransformersCVPR
    • 2026Real-Time Visual Attribution Streaming in Thinking ModelICML
18. SNU·AI 시스템

    김형신AIoT Lab

    관련도관련 논문 3편비중 10%
    • 2025Explainable Vision Transformer for Automatic Visual Sleep Staging on Multimodal PSG Signalsnpj Digital Medicine
    • 2025DistillSleep: Real-Time, On-Device, Interpretable Sleep Staging from Single-Channel EEGSLEEP
    • 2024Clinicians "See" the Waveforms: A Computer Vision Approach for Interpretable Automatic Sleep StagingSleep Europe
19. SNU·AI for Science

    정유성MICC Lab

    관련도관련 논문 3편비중 7%
    • 2025Electrochemical CO2 reduction to liquid fuels: Mechanistic pathways and surface/interface engineering of catalysts and electrolytesThe Innovation
    • 2025Explainable Synthesizability Prediction of Inorganic Crystal Polymorphs using Large Language ModelsAngew. Chem. International Ed
    • 2024A large-scale reaction dataset of mechanistic pathways of organic reactionsScientific Data
20. SNU·머신러닝

    문태섭M.IN.D Lab

    관련도연구 분야에 명시
21. KU·AI for Science

    서현석IMPEL Lab

    관련도연구 분야에 명시
22. Yonsei·컴퓨터 비전

    이종석MCML Group

    관련도연구 분야에 명시
23. KU·자연어처리·LLM

    임희석NLP&AI Lab

    관련도관련 논문 4편비중 4%
    • 2025Benchmark Profiling: Mechanistic Diagnosis of LLM BenchmarksEMNLP
    • 2024Explainable CED: A Dataset for Explainable Critical Error Detection in Machine TranslationNAACL
    • 2023KEBAP: Korean Error Explainable Benchmark Dataset for ASR and Post-processingEMNLP
24. KAIST·자연어처리·LLM

    오혜연U&I Lab

    관련도관련 논문 2편비중 3%
    • 2026Beneath the Surface of Chains-of-Thought: A Mechanistic Interpretation of Reasoning Operations in LLMsEMNLP
    • 2025XDAC: XAI-Driven Detection and Attribution of LLM-Generated News Comments in KoreanACL
25. Yonsei·자연어처리·LLM

    여진영Language & AGI Lab

    관련도관련 논문 2편비중 4%
    • 2026Why These Documents? Explainable Generative Retrieval with Hierarchical Category PathsACL Findings
    • 2024RTSUM: Relation Triple-based Interpretable Summarization with Multi-level Salience VisualizationNAACL
26. Yonsei·자연어처리·LLM

    이동하DLI Lab

    관련도관련 논문 2편비중 3%
    • 2026Why These Documents? Explainable Generative Retrieval with Hierarchical Category PathsACL Findings
    • 2024RTSUM: Relation Triple-based Interpretable Summarization with Multi-level Salience VisualizationNAACL
27. KU·컴퓨터 비전

    박경문VGI Lab

    관련도관련 논문 2편비중 4%
    • 2025Disentangled Concepts Speak Louder Than Words: Explainable Video Action RecognitionNeurIPS
    • 2025PCBEAR: Pose Concept Bottleneck for Explainable Action RecognitionCVPR
28. SNU·데이터 마이닝

    유재민Data AI Lab

    관련도관련 논문 2편비중 7%
    • 2026A Probabilistic Circuit Framework for Interpretable Graph PU LearningUAI
    • 2023Less is More: SlimG for Accurate, Robust, and Interpretable Graph MiningKDD
29. KAIST·컴퓨터 비전

    심현정CVML Lab

    관련도관련 논문 2편비중 4%
    • 2026Interpretable Debiasing of Vision-Language Models for Social FairnessCVPR
    • 2023Saliency as Pseudo-pixel Supervision for Weakly and Semi-supervised Semantic SegmentationTPAMI
30. Yonsei·AI for Science2026 업데이트 중

    남호정BIIL

    관련도관련 논문 2편비중 17%
    • 2025DeepRNA-DTI: A Deep Learning Approach for RNA-Compound Interaction Prediction with Binding Site InterpretabilityJournal of Cheminformatics
    • 2024A Deep Learning Approach for RNA-Compound Interaction Prediction with Binding Site InterpretabilityNeurIPS
31. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 2편비중 3%
    • 2026CausalArmor: Efficient Indirect Prompt Injection Guardrails via Causal AttributionICML
    • 2023Task-specific Compression for Multi-task Language Models using Attribution-based PruningEACL Findings
32. KAIST·AI 시스템

    한동수INA Lab

    관련도관련 논문 2편비중 8%
    • 2025Agua: A Concept-Based Explainer for SystemsSIGCOMM
    • 2024Toward Trustworthy Learning-Enabled Systems with Concept-Based ExplanationsHotNets
33. SNU·머신러닝

    이정우CML Lab

    관련도관련 논문 2편비중 4%
    • 2025Constructing Fair Latent Space for Intersection of Fairness and ExplainabilityAAAI
    • 2024Enhancing Interpretability of Neural Compact Models: Toward Reliable Device ModelingIEEE Journal of the Electron Devices Society
34. Yonsei·로보틱스

    김태리로봇 지능 및 상호작용 연구실

    관련도관련 논문 1편비중 13%
    • 2026Navigation Explainability for Object Avoidance with LLMs for Assistive RobotsRO-MAN
35. SNU·데이터 마이닝

    장준기

    관련도관련 논문 1편비중 7%
    • 2026ProgNet: Program-Grounded Evidence Composition for Interpretable Graph ClassificationKDD
36. Yonsei·머신러닝

    손지용ITML Lab

    관련도관련 논문 1편비중 4%
    • 2026Same Concept, Different Directions: Cross-Modal Feature Heterogeneity in Sparse AutoencodersNeurIPS
37. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 1편비중 3%
    • 2026Beyond Black Boxes: Explainable Face Anti-Spoofing with Vision-Language ModelsScientific Reports
38. SNU·컴퓨터 비전

    김건희Vision & Learning Lab

    관련도관련 논문 1편비중 2%
    • 2026MAVIS: A Benchmark for Multimodal Source Attribution in Long-form Visual Question AnsweringAAAI
39. SNU·인간-AI 상호작용

    서진욱Human-Computer Interaction Lab

    관련도관련 논문 1편비중 2%
    • 2026Towards More Explainable Nonlinear Dimensionality Reduction: A Feature-Driven Interaction ApproachIEEE TVCG
40. SNU·AI 시스템

    안정호SCALable Computer Architecture Lab

    관련도관련 논문 1편비중 2%
    • 2026DyLLM: Efficient Diffusion LLM Inference via Saliency-based Token Selection and Partial AttentionICML
41. SNU·AI for Science

    이동헌BiLab

    관련도관련 논문 1편비중 2%
    • 2026An Interactive LVM–LLM Agent for Dementia Screening: Towards Clinical Translation of Explainable AIECR
42. SNU·컴퓨터 비전

    이준석VIP Lab

    관련도관련 논문 1편비중 2%
    • 2026Robust and Interpretable Adaptation of Equivariant Materials Foundation Models via Sparsity-promoting Fine-tuningICLR
43. KU·인간-AI 상호작용

    서승호HUI

    관련도관련 논문 1편비중 2%
    • 2026Interpretable Multimodal Gesture Recognition for Drone and Mobile Robot Teleoperation via Log-Likelihood Ratio FusionICRA
44. Yonsei·자연어처리·LLM

    김재형ML3 Lab

    관련도관련 논문 1편비중 2%
    • 2026Embracing Anisotropy: Turning Massive Activations into Interpretable Control Knobs for Large Language ModelsACL
45. SNU·머신러닝

    장병탁BI Lab

    관련도관련 논문 1편비중 1%
    • 2026Making Your Action Policies Interpretable: Mixtures of Action QueriesICML
46. KAIST·컴퓨터 비전

    김준모SIIT Lab

    관련도관련 논문 1편비중 1%
    • 2026Beyond Semantics: Disentangling Information Scope in Sparse Autoencoders for CLIPCVPR Findings
47. KAIST·머신러닝

    양은호MLI Lab

    관련도관련 논문 1편비중 1%
    • 2026Delta-XAI: A Unified Framework for Explaining Prediction Changes in Online Time Series MonitoringICLR
48. KAIST·음성·오디오

    정준선Multimodal AI Lab

    관련도관련 논문 1편비중 1%
    • 2026Who Wins the Conflict? Mechanistic Interpretability of Text Bias in Audio LLMsEMNLP
49. KAIST·AI 시스템

    김주영CAST Lab

    관련도관련 논문 2편비중 3%
    • 2024EPU: An Energy-Efficient Explainable AI Accelerator with Sparsity-free Computation and Heat Map Compression/PruningJSSC
    • 2023A 26.55TOPS/W Explainable AI Processor with Dynamic Workload Allocation Heat Map Compression/PruningCICC
50. KAIST·머신러닝

    윤세영OSI Lab

    관련도관련 논문 2편비중 1%
    • 2024Hard Prompts Made Interpretable: Sparse Entropy Regularization for Prompt Tuning with RLACL
    • 2023HARE: Explainable Hate Speech Detection with Step-by-Step ReasoningEMNLP Findings
51. Yonsei·로보틱스

    최종은MLCS Lab

    관련도관련 논문 2편비중 11%
    • 2023Interpretable Deep-Learning Approaches for Osteoporosis Risk Screening and Individualized Feature Analysis Using Large Population-Based Data: Model Development and Performance EvaluationJournal of Medical Internet Research
    • 2023Explainable deep learning-based clinical decision support engine for MRI-based automated diagnosis of temporomandibular joint anterior disk displacementComputer Methods and Programs in Biomedicine
52. SNU·인간-AI 상호작용

    강민석

    관련도관련 논문 1편비중 5%
    • 2025LLM Attributor: Interactive Visual Attribution for LLM GenerationAAAI
53. SNU·AI for Science

    이승근

    관련도관련 논문 1편비중 4%
    • 2025XPRS: a tool for interpretable and explainable polygenic risk scoreBioinformatics
54. SNU·데이터 마이닝

    박현우DIAL Lab

    관련도관련 논문 1편비중 3%
    • 2025HaluCheck: Explainable and verifiable automation for detecting hallucinations in LLM responsesExpert Systems with Applications
55. SNU·로보틱스

    최준원ADR Lab

    관련도관련 논문 1편비중 3%
    • 2025Layer-Wise Modality Decomposition for Interpretable Multimodal Sensor FusionNeurIPS
56. SNU·머신러닝

    홍영준MLSC Lab

    관련도관련 논문 1편비중 3%
    • 2025Physically interpretable discrete latent representations for the design of advanced mechanical metamaterials in complex geometriesEngineering Applications of Artificial Intelligence
57. KU·자연어처리·LLM

    이상근Data Intelligence Lab

    관련도관련 논문 1편비중 3%
    • 2025Forward Knows Efficient Backward Path: Saliency-Guided Memory-Efficient Fine-tuning of Large Language ModelsACL
58. SNU·AI for Science

    김선BHI Lab

    관련도관련 논문 1편비중 2%
    • 2025MDTR: A Knowledge-Guided Interpretable Representation for Quantifying Liver Toxicity at Transcriptomic LevelFrontiers in Pharmacology
59. SNU·음성·오디오

    이교구MARG

    관련도관련 논문 1편비중 1%
    • 2025Vo-Ve: An Explainable Voice-Vector for Speaker Identity EvaluationINTERSPEECH
60. KAIST·음성·오디오

    남주한MAC Lab

    관련도관련 논문 1편비중 1%
    • 2025From Generation to Attribution: Music AI Agent Architectures for the Post-Streaming EraNeurIPS

+20

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