주제로 연구실 찾기

1. SNU·머신러닝

   김용대IDEA Lab

   관련도관련 논문 7편비중 27%연구 분야에 명시
   • 2026A Fair Bayesian Inference through Matched Gibbs PosteriorICLR
   • 2026Doubly-Regressing Approach for Subgroup FairnessICLR
   • 2026Fair Model-based ClusteringAAAI
2. KAIST·데이터 마이닝

   황의종Data Intelligence Lab

   관련도관련 논문 8편비중 33%
   • 2026Fair Class-Incremental Learning using Sample WeightingKDD
   • 2026RoDAC: A Robust Data-centric Anti-Cheat Framework for Fair Online Competitive GamingKDD
   • 2026DeFrame: Debiasing Large Language Models Against Framing EffectsACL Findings
3. SNU·머신러닝

   문태섭M.IN.D Lab

   관련도관련 논문 7편비중 16%연구 분야에 명시
   • 2026PopResume: Causal Fairness Evaluation of LLM/VLM Resume Screeners with Population-Representative DatasetEMNLP
   • 2025FairDRO: Group Fairness Regularization via Classwise Robust OptimizationNeural Networks
   • 2025TLDR: Text Based Last-layer Retraining for Debiasing Image ClassifiersWACV
4. KAIST·자연어처리·LLM

   오혜연U&I Lab

   관련도관련 논문 7편비중 9%
   • 2026Investigating Counterfactual Unfairness in LLMs towards Identities through HumorACL
   • 2026Investigating Social Bias in Narrative Image GenerationCOLM
   • 2025Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual EvaluationACL
5. SNU·AI for Science

   이동헌BiLab

   관련도관련 논문 5편비중 10%
   • 2026DRPO: Disentangling Demographic Bias from Rewards for Fair Diffusion AlignmentECCV
   • 2026FairAnon: Demographically Fair Face Anonymization via Orthogonal Semantic GuidanceInformation Fusion
   • 2026Neutral Reward Filtering for Fair Offline-to-Online Diffusion AlignmentICML
6. KAIST·머신러닝

   윤철희OptiML Lab

   관련도관련 논문 5편비중 11%
   • 2026Implicit Bias and Loss of Plasticity in Matrix Completion: Depth Promotes Low-RanknessICLR
   • 2026Implicit Bias of Per-sample Adam on Separable Data: Departure from the Full-batch RegimeICLR
   • 2026Minor First, Major Last: A Depth-Induced Implicit Bias of Sharpness-Aware MinimizationICLR
7. SNU·머신러닝

   이정우CML Lab

   관련도관련 논문 3편비중 6%연구 분야에 명시
   • 2026Bias Alleviation through Network Pruning for Sparse and Debiased ModelsIEEE TIP
   • 2025Constructing Fair Latent Space for Intersection of Fairness and ExplainabilityAAAI
   • 2024GBMix: Enhancing Fairness by Group-Balanced MixupIEEE Access
8. KAIST·컴퓨터 비전

   주재걸DAVIAN Lab

   관련도관련 논문 6편비중 4%
   • 2026Denoised Variance-Based Pruning with Optimal Brain Bias CompensationECCV
   • 2025Characterizing Dataset Bias via Disentangled Visual ConceptsNeurIPS
   • 2025Fair Generation without Unfair Distortions: Debiasing Text-to-Image Generation with Entanglement-Free AttentionICCV
9. KAIST·머신러닝

   양은호MLI Lab

   관련도관련 논문 6편비중 8%
   • 2026MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-JudgeACL
   • 2026Structure-Aware Set Transformers: Temporal and Variable-type Attention Biases for Asynchronous Clinical Time SeriesICLR
   • 2024A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample PerspectiveNeurIPS
10. SNU·인간-AI 상호작용

    서봉원Human Centered Computing Lab

    관련도관련 논문 4편비중 8%
    • 2026Mine over Yours: How Authorship Biases Evaluation in Generative Information RetrievalSIGIR
    • 2026Visual Interference in Speech Evaluation: Cultural Asymmetry and Cross-Modal Bias in MLLMsACL Findings
    • 2026Whose Voice, Whose Avatar? Gender Matching Bias in Multimodal AI TeammatesACL Findings
11. Yonsei·머신러닝

    조성배SCLAB

    관련도관련 논문 4편비중 6%
    • 2026Multi-Feature Quantized Self-Attention for Fair Large Language ModelsICLR
    • 2026Negation Without Confusion: Decomposing Bias and Recomposing Style in Text Embeddings for Negation-Aware Image GenerationEMNLP
    • 2026Improving fairness of abusive language detection with multi-attribute adversarial latent discriminatorExpert Systems with Applications
12. SNU·자연어처리·LLM

    유영재PI Lab

    관련도관련 논문 4편비중 4%
    • 2026Investigating Counterfactual Unfairness in LLMs towards Identities through HumorACL
    • 2026Negation Without Confusion: Decomposing Bias and Recomposing Style in Text Embeddings for Negation-Aware Image GenerationEMNLP
    • 2025MASS: Overcoming Language Bias in Image-Text MatchingAAAI
13. 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
    • 2026Interpretable Debiasing of Vision-Language Models for Social FairnessCVPR
    • 2026Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward ModelingICML
14. SNU·머신러닝

    윤성로AI Lab

    관련도관련 논문 4편비중 4%
    • 2026A Multifaceted Analysis of Negative Bias in Large Language Models through the Lens of Parametric KnowledgeIEEE TASLP
    • 2025Correcting Negative Bias in Large Language Models through Negative Attention Score AlignmentNAACL
    • 2025Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable DiffusionCVPR
15. Yonsei·컴퓨터 비전

    오유진OMAEL

    관련도관련 논문 1편비중 9%연구 분야에 명시
    • 2025Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic PerspectiveICML
16. SNU·자연어처리·LLM

    정교민MI Lab

    관련도관련 논문 4편비중 5%
    • 2026Don't Judge Code by Its Cover: Exploring Biases in LLM Judges for Code EvaluationEACL Findings
    • 2025Fooling the LVLM Judges: Visual Biases in LVLM-Based EvaluationEMNLP
    • 2024Mitigating Biases for Instruction-following Language Models via Bias Neurons EliminationACL
17. POSTECH·머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련도관련 논문 4편비중 3%
    • 2026LLM Watermark Evasion via Bias InversionICML
    • 2025ChronoBias: A Benchmark for Evaluating Temporal Group Bias in Retrieval-augmented Language ModelsEMNLP Findings
    • 2023Test Time Normalization for Popularity Bias MitigationCIKM
18. POSTECH·컴퓨터 비전

    곽수하, 조민수, 손진희CV Lab

    관련도관련 논문 1편비중 1%연구 분야에 명시
    • 2023Removing Multiple Biases through the Lens of Multi-task LearningICML
19. KAIST·머신러닝

    신진우ALIN Lab

    관련도관련 논문 5편비중 4%
    • 2025Debiasing Online Preference Learning via Preference Feature PreservationACL Findings
    • 2024Discovering and Mitigating Visual Biases through Keyword ExplanationCVPR
    • 2023BiasAdv: Bias-Adversarial Augmentation for Debiasing ClassifierCVPR
20. KAIST·컴퓨터 비전

    김준모SIIT Lab

    관련도관련 논문 3편비중 4%
    • 2025Controllable Feature Whitening for Hyperparameter-Free Bias MitigationICCV
    • 2025FairASR: Fair Audio Contrastive Learning for Automatic Speech RecognitionINTERSPEECH
    • 2025Reducing the Content Bias for AI-generated Image DetectionWACV
21. SNU·머신러닝

    이상학Causality Lab

    관련도관련 논문 2편비중 7%
    • 2026Mitigating Length Bias in RLHF through a Causal LensAAAI
    • 2026Beyond Bounds: Quantifying the Probability of Counterfactual FairnessUAI
22. SNU·음성·오디오

    이교구MARG

    관련도관련 논문 3편비중 4%
    • 2026Evaluating the Evaluators: A Systematic Analysis of Reference Bias in Audio Captioning MetricsEMNLP
    • 2025Concurrent Musical Pitch Height Biases Judgment of Visual BrightnessPsychology of Music
    • 2023Debiased Automatic Speech Recognition for Dysarthric Speech via Sample Reweighting with Sample Affinity TestINTERSPEECH
23. POSTECH·음성·오디오

    서영주AIoT Lab

    관련도관련 논문 2편비중 6%
    • 2026Fairness of Exposure in Stochastic Multiple-play Multi-armed BanditsICML
    • 2026Impacts of Individual Fairness on Group Fairness from the Perspective of Generalized EntropyAAAI
24. Yonsei·데이터 마이닝

    장백철ANDLab

    관련도관련 논문 2편비중 5%
    • 2026“As Eastern Powers, I will veto”: An Investigation of Nation-level Bias of Large Language Models in International RelationsAAAI
    • 2026Multi-Test Nation Bias Benchmarking of LLMs with Explicit Unbiased BaselinesTACL
25. KU·자연어처리·LLM

    이상근Data Intelligence Lab

    관련도관련 논문 3편비중 9%
    • 2025Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset BiasesACL
    • 2025Continual Debiasing: A Bias Mitigation Framework for Natural Language Understanding SystemsExpert Systems with Applications
    • 2023Improving Bias Mitigation through Bias Experts in Natural Language UnderstandingEMNLP
26. POSTECH·머신러닝

    박상돈Trustworthy ML Lab

    관련도관련 논문 2편비중 9%
    • 2026LLM Watermark Evasion via Bias InversionICML
    • 2025ChronoBias: A Benchmark for Evaluating Time-conditional Group Bias in the Time-sensitive Knowledge of Large Language ModelsEMNLP Findings
27. KAIST·머신러닝

    윤세영OSI Lab

    관련도관련 논문 4편비중 3%
    • 2025When Debate Fails: Bias Reinforcement in Large Language ModelsICLR
    • 2023Denoising After Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy LabelsAAAI
    • 2023Fair Streaming Principal Component Analysis: Statistical and Algorithmic ViewpointNeurIPS
28. KU·머신러닝

    이병준Decision Making Lab

    관련도관련 논문 2편비중 6%
    • 2026SCAD: Super-Class-Aware Debiasing for Long-Tailed Semi-Supervised LearningICLR
    • 2025FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement LearningNeurIPS
29. Yonsei·자연어처리·LLM

    김재형ML3 Lab

    관련도관련 논문 2편비중 4%
    • 2026Auditing the Judge: Human-Grounded Bias Discovery, Quantification, and Mitigation in LLM JudgesNeurIPS
    • 2025Debiasing Online Preference Learning via Preference Feature PreservationACL Findings
30. Yonsei·머신러닝

    송경우MLAI Lab

    관련도관련 논문 2편비중 2%
    • 2026IsoAct: Structure-Preserving Post-hoc Debiasing via Isometric ActionsICML
    • 2025A Double-Edged Sword: Benchmarking the Trade-off Between Bias Mitigation and Helpfulness of LLM Guardrails in FinanceCIKM
31. KAIST·머신러닝

    이상완AI Brain Lab

    관련도관련 논문 3편비중 7%
    • 2025Cognitive bias training through model parameter optimizationRLDM
    • 2024Self-supervised debiasing using low rank regularizationCVPR
    • 2023Training debiased subnetworks with contrastive weight pruningCVPR
32. KU·머신러닝

    이성환PRML Lab

    관련도관련 논문 3편비중 2%
    • 2025AmbiBias Contrast: Enhancing Debiasing Networks via Disentangled Space from Ambiguity-Bias ClustersNeural Networks
    • 2024Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial LearningPattern Recognition
    • 2023Compensatory Debiasing for Gender Imbalances in Language ModelsICASSP
33. KAIST·AI for Science

    최윤재

    관련도관련 논문 2편비중 3%
    • 2026LayerNorm Induces Recency Bias in Transformer DecodersACL Findings
    • 2023Revisiting the Importance of Amplifying Bias for DebiasingAAAI
34. SNU·AI for Science

    이승근

    관련도관련 논문 2편비중 8%
    • 2025Addressing overfitting bias due to sample overlap in polygenic risk scoringAlzheimer's & Dementia
    • 2024To weight or not to weight? The effect of selection bias in 3 large electronic health record-linked biobanks and recommendations for practiceJournal of the American Medical Informatics Association
35. Yonsei·자연어처리·LLM

    이동하DLI Lab

    관련도관련 논문 2편비중 3%
    • 2025BPL: Bias-adaptive Preference Distillation Learning for Recommender SystemIEEE TKDE
    • 2024Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support ConversationACL
36. KU·자연어처리·LLM

    임희석NLP&AI Lab

    관련도관련 논문 2편비중 2%
    • 2025FLEX: A Benchmark for Evaluating Robustness of Fairness in Large Language ModelsNAACL Findings
    • 2024Exploring Inherent Biases in LLMs within Korean Social Context: A Comparative Analysis of ChatGPT and GPT-4NAACL
37. SNU·AI for Science

    손석우Weather and Climate Dynamics Lab

    관련도관련 논문 2편비중 2%
    • 2025A process-based evaluation of biases in extratropical stratosphere-troposphere coupling in subseasonal forecast systemsWeather and Climate Dynamics
    • 2023Ensemble size versus bias correction effects in subseasonal-to-seasonal (S2S) forecastsGeoscience Letters
38. SNU·인간-AI 상호작용

    강민석

    관련도관련 논문 1편비중 5%
    • 2026When Cars Have Stereotypes: Auditing Demographic Bias in Objects from Text-to-Image ModelsECCV
39. SNU·자연어처리·LLM

    이재윤SKI-ML Lab

    관련도관련 논문 1편비중 4%
    • 2026OBJECTION! Lawyer Agents Mitigate Guilty Bias in Legal Judgment PredictionEMNLP
40. KAIST·자연어처리·LLM

    임경태MLP Lab

    관련도관련 논문 1편비중 3%
    • 2026Hidden Threat in Synthetic Data: Covert Targeted Bias Injection through Benign TextEMNLP
41. KAIST·자연어처리·LLM

    서민준LK Lab

    관련도관련 논문 1편비중 2%
    • 2026Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language ModelsICML
42. KAIST·머신러닝

    이기민

    관련도관련 논문 1편비중 2%
    • 2026Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned BiasesICML
43. KAIST·인간-AI 상호작용

    김주호KIXLAB

    관련도관련 논문 1편비중 1%
    • 2026Investigating Assistant Bias in LLM User Simulators Using a Role VectorEMNLP Findings
44. KAIST·음성·오디오

    정준선Multimodal AI Lab

    관련도관련 논문 1편비중 1%
    • 2026Who Wins the Conflict? Mechanistic Interpretability of Text Bias in Audio LLMsEMNLP
45. POSTECH·머신러닝

    이재호EffL Lab

    관련도관련 논문 2편비중 5%
    • 2024Discovering and Mitigating Visual Biases through Keyword ExplanationCVPR
    • 2023Breaking the Spurious Causality of Conditional Generation via Fairness Intervention with Corrective SamplingTMLR
46. KAIST·AI for Science

    예종철BISPL

    관련도관련 논문 2편비중 2%
    • 2024Self-supervised debiasing using low rank regularizationCVPR
    • 2023Training debiased subnetworks with contrastive weight pruningCVPR
47. KU·음성·오디오

    김찬우SLPL

    관련도관련 논문 2편비중 8%
    • 2023Counterfactual two-stage debiasing for video corpus moment retrievalICASSP
    • 2023Mitigating the Exposure Bias in Sentence-Level Grapheme-to-Phoneme (G2P) TransductionINTERSPEECH
48. SNU·데이터 마이닝

    장준기

    관련도관련 논문 1편비중 7%
    • 2025Improving Group Fairness in Tensor Completion via Imbalance Mitigating Entity AugmentationPAKDD
49. Yonsei·머신러닝

    이종민DIL Lab

    관련도관련 논문 1편비중 7%
    • 2025FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement LearningNeurIPS
50. SNU·AI 시스템

    권태경MM Lab

    관련도관련 논문 1편비중 5%
    • 2025Political Bias Prediction Models Focus on Source Cues, Not SemanticsAAAI
51. SNU·자연어처리·LLM

    이상구IDS Lab

    관련도관련 논문 1편비중 6%
    • 2025A Dual-Layered Evaluation of Geopolitical and Cultural Bias in LLMsACL
52. SNU·AI 시스템

    이재진THUNDER Research Group

    관련도관련 논문 1편비중 5%
    • 2025KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language ModelsEMNLP
53. SNU·AI 시스템

    하순회IRIS/CAPLAB

    관련도관련 논문 1편비중 6%
    • 2025Worst case response time analysis for completely fair scheduling in Linux systemsReal-Time Systems
54. POSTECH·머신러닝

    이남훈Computational Optimization Lab

    관련도관련 논문 1편비중 4%
    • 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear ClassificationICLR
55. SNU·AI for Science

    이종호LIST

    관련도관련 논문 1편비중 3%
    • 2025A fair comparison in deep learning-based QSM reconstructionIEEE Access
56. SNU·컴퓨터 비전

    최종현MPR Lab

    관련도관련 논문 1편비중 2%
    • 2025Large Language Models Still Exhibit Bias in Long TextACL Findings
57. KAIST·머신러닝

    최재식SAIL Lab

    관련도관련 논문 1편비중 2%
    • 2025Deontological Keyword Bias: The Impact of Modal Verbs on Normative Judgments of Language ModelsACL
58. KAIST·컴퓨터 비전

    홍승훈Vision and Learning Lab

    관련도관련 논문 1편비중 3%
    • 2025Disentangled Representation Learning via Modular Compositional BiasNeurIPS
59. Yonsei·컴퓨터 비전

    박은병V-Lab

    관련도관련 논문 1편비중 3%
    • 2025Anti-Exposure Bias in Diffusion Models via Prompt LearningICLR
60. Yonsei·컴퓨터 비전

    이종석MCML Group

    관련도관련 논문 1편비중 3%
    • 2025Exploring the camera bias of person re-identificationICLR

+21

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