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Korea AI Labs

공정성·편향

Fairness & Bias · 연구실 81곳 · 논문 178편

다른 주제·대학과 함께 찾기
POSTECH7/15
KU6/23
Yonsei11/37
KAIST29/57
SNU28/84
칸 하나가 연구실 하나예요. 이 주제 논문이 많을수록 밝아요.

관련 연구실

등급은 학회·저널 분류이며 연구실 순위가 아닙니다.

  1. SNU머신러닝

    김용대IDEA Lab

    관련 논문 7편비중 27%연구 분야에 명시
    • 2026A Fair Bayesian Inference through Matched Gibbs Posterior ICLR
    • 2026Doubly-Regressing Approach for Subgroup Fairness ICLR
    • 2026Fair Model-based Clustering AAAI
  2. KAIST데이터 마이닝

    황의종Data Intelligence Lab

    관련 논문 8편비중 33%
    • 2026Fair Class-Incremental Learning using Sample Weighting KDD
    • 2026RoDAC: A Robust Data-centric Anti-Cheat Framework for Fair Online Competitive Gaming KDD
    • 2026DeFrame: Debiasing Large Language Models Against Framing Effects ACL Findings
  3. SNU머신러닝

    문태섭M.IN.D Lab

    관련 논문 7편비중 16%연구 분야에 명시
    • 2026PopResume: Causal Fairness Evaluation of LLM/VLM Resume Screeners with Population-Representative Dataset EMNLP
    • 2025FairDRO: Group Fairness Regularization via Classwise Robust Optimization Neural Networks
    • 2025TLDR: Text Based Last-layer Retraining for Debiasing Image Classifiers WACV
  4. KAIST자연어처리·LLM

    오혜연U&I Lab

    관련 논문 7편비중 9%
    • 2026Investigating Counterfactual Unfairness in LLMs towards Identities through Humor ACL
    • 2026Investigating Social Bias in Narrative Image Generation COLM
    • 2025Global MMLU: Understanding and Addressing Cultural and Linguistic Biases in Multilingual Evaluation ACL
  5. SNUAI for Science

    이동헌BiLab

    관련 논문 5편비중 10%
    • 2026DRPO: Disentangling Demographic Bias from Rewards for Fair Diffusion Alignment ECCV
    • 2026FairAnon: Demographically Fair Face Anonymization via Orthogonal Semantic Guidance Information Fusion
    • 2026Neutral Reward Filtering for Fair Offline-to-Online Diffusion Alignment ICML
  6. KAIST머신러닝

    윤철희OptiML Lab

    관련 논문 5편비중 11%
    • 2026Implicit Bias and Loss of Plasticity in Matrix Completion: Depth Promotes Low-Rankness ICLR
    • 2026Implicit Bias of Per-sample Adam on Separable Data: Departure from the Full-batch Regime ICLR
    • 2026Minor First, Major Last: A Depth-Induced Implicit Bias of Sharpness-Aware Minimization ICLR
  7. SNU머신러닝

    이정우CML Lab

    관련 논문 3편비중 6%연구 분야에 명시
    • 2026Bias Alleviation through Network Pruning for Sparse and Debiased Models IEEE TIP
    • 2025Constructing Fair Latent Space for Intersection of Fairness and Explainability AAAI
    • 2024GBMix: Enhancing Fairness by Group-Balanced Mixup IEEE Access
  8. KAIST컴퓨터 비전

    주재걸DAVIAN Lab

    관련 논문 6편비중 4%
    • 2026Denoised Variance-Based Pruning with Optimal Brain Bias Compensation ECCV
    • 2025Characterizing Dataset Bias via Disentangled Visual Concepts NeurIPS
    • 2025Fair Generation without Unfair Distortions: Debiasing Text-to-Image Generation with Entanglement-Free Attention ICCV
  9. KAIST머신러닝

    양은호MLI Lab

    관련 논문 6편비중 8%
    • 2026MM-JudgeBias: A Benchmark for Evaluating Compositional Biases in MLLM-as-a-Judge ACL
    • 2026Structure-Aware Set Transformers: Temporal and Variable-type Attention Biases for Asynchronous Clinical Time Series ICLR
    • 2024A Simple Remedy for Dataset Bias via Self-Influence: A Mislabeled Sample Perspective NeurIPS
  10. SNU인간-AI 상호작용

    서봉원Human Centered Computing Lab

    관련 논문 4편비중 8%
    • 2026Mine over Yours: How Authorship Biases Evaluation in Generative Information Retrieval SIGIR
    • 2026Visual Interference in Speech Evaluation: Cultural Asymmetry and Cross-Modal Bias in MLLMs ACL Findings
    • 2026Whose Voice, Whose Avatar? Gender Matching Bias in Multimodal AI Teammates ACL Findings
  11. Yonsei머신러닝

    조성배SCLAB

    관련 논문 4편비중 6%
    • 2026Multi-Feature Quantized Self-Attention for Fair Large Language Models ICLR
    • 2026Negation Without Confusion: Decomposing Bias and Recomposing Style in Text Embeddings for Negation-Aware Image Generation EMNLP
    • 2026Improving fairness of abusive language detection with multi-attribute adversarial latent discriminator Expert Systems with Applications
  12. SNU자연어처리·LLM

    유영재PI Lab

    관련 논문 4편비중 4%
    • 2026Investigating Counterfactual Unfairness in LLMs towards Identities through Humor ACL
    • 2026Negation Without Confusion: Decomposing Bias and Recomposing Style in Text Embeddings for Negation-Aware Image Generation EMNLP
    • 2025MASS: Overcoming Language Bias in Image-Text Matching AAAI
  13. KAIST컴퓨터 비전

    심현정CVML Lab

    관련 논문 3편비중 6%
    • 2026Blind to Position, Biased in Language: Probing Mid-Layer Representational Bias in Vision-Language Encoders for Zero-Shot Language-Grounded Spatial Understanding ECCV
    • 2026Interpretable Debiasing of Vision-Language Models for Social Fairness CVPR
    • 2026Mitigating Perceptual Judgment Bias in Multimodal LLM-as-a-Judge via Perceptual Perturbation and Reward Modeling ICML
  14. SNU머신러닝

    윤성로AI Lab

    관련 논문 4편비중 4%
    • 2026A Multifaceted Analysis of Negative Bias in Large Language Models through the Lens of Parametric Knowledge IEEE TASLP
    • 2025Correcting Negative Bias in Large Language Models through Negative Attention Score Alignment NAACL
    • 2025Rethinking Training for De-biasing Text-to-Image Generation: Unlocking the Potential of Stable Diffusion CVPR
  15. Yonsei컴퓨터 비전

    오유진OMAEL

    관련 논문 1편비중 9%연구 분야에 명시
    • 2025Distribution-aware Fairness Learning in Medical Image Segmentation From A Control-Theoretic Perspective ICML
  16. SNU자연어처리·LLM

    정교민MI Lab

    관련 논문 4편비중 5%
    • 2026Don't Judge Code by Its Cover: Exploring Biases in LLM Judges for Code Evaluation EACL Findings
    • 2025Fooling the LVLM Judges: Visual Biases in LVLM-Based Evaluation EMNLP
    • 2024Mitigating Biases for Instruction-following Language Models via Bias Neurons Elimination ACL
  17. POSTECH머신러닝

    김동우, 옥정슬, 박상돈, 박은혁ML Lab

    관련 논문 4편비중 3%
    • 2026LLM Watermark Evasion via Bias Inversion ICML
    • 2025ChronoBias: A Benchmark for Evaluating Temporal Group Bias in Retrieval-augmented Language Models EMNLP Findings
    • 2023Test Time Normalization for Popularity Bias Mitigation CIKM
  18. POSTECH컴퓨터 비전

    곽수하, 조민수, 손진희CV Lab

    관련 논문 1편비중 1%연구 분야에 명시
    • 2023Removing Multiple Biases through the Lens of Multi-task Learning ICML
  19. KAIST머신러닝

    신진우ALIN Lab

    관련 논문 5편비중 4%
    • 2025Debiasing Online Preference Learning via Preference Feature Preservation ACL Findings
    • 2024Discovering and Mitigating Visual Biases through Keyword Explanation CVPR
    • 2023BiasAdv: Bias-Adversarial Augmentation for Debiasing Classifier CVPR
  20. KAIST컴퓨터 비전

    김준모SIIT Lab

    관련 논문 3편비중 4%
    • 2025Controllable Feature Whitening for Hyperparameter-Free Bias Mitigation ICCV
    • 2025FairASR: Fair Audio Contrastive Learning for Automatic Speech Recognition INTERSPEECH
    • 2025Reducing the Content Bias for AI-generated Image Detection WACV
  21. SNU머신러닝

    이상학Causality Lab

    관련 논문 2편비중 7%
    • 2026Mitigating Length Bias in RLHF through a Causal Lens AAAI
    • 2026Beyond Bounds: Quantifying the Probability of Counterfactual Fairness UAI
  22. SNU음성·오디오

    이교구MARG

    관련 논문 3편비중 4%
    • 2026Evaluating the Evaluators: A Systematic Analysis of Reference Bias in Audio Captioning Metrics EMNLP
    • 2025Concurrent Musical Pitch Height Biases Judgment of Visual Brightness Psychology of Music
    • 2023Debiased Automatic Speech Recognition for Dysarthric Speech via Sample Reweighting with Sample Affinity Test INTERSPEECH
  23. POSTECH음성·오디오

    서영주AIoT Lab

    관련 논문 2편비중 6%
    • 2026Fairness of Exposure in Stochastic Multiple-play Multi-armed Bandits ICML
    • 2026Impacts of Individual Fairness on Group Fairness from the Perspective of Generalized Entropy AAAI
  24. Yonsei데이터 마이닝

    장백철ANDLab

    관련 논문 2편비중 5%
    • 2026“As Eastern Powers, I will veto”: An Investigation of Nation-level Bias of Large Language Models in International Relations AAAI
    • 2026Multi-Test Nation Bias Benchmarking of LLMs with Explicit Unbiased Baselines TACL
  25. KU자연어처리·LLM

    이상근Data Intelligence Lab

    관련 논문 3편비중 9%
    • 2025Curriculum Debiasing: Toward Robust Parameter-Efficient Fine-Tuning Against Dataset Biases ACL
    • 2025Continual Debiasing: A Bias Mitigation Framework for Natural Language Understanding Systems Expert Systems with Applications
    • 2023Improving Bias Mitigation through Bias Experts in Natural Language Understanding EMNLP
  26. POSTECH머신러닝

    박상돈Trustworthy ML Lab

    관련 논문 2편비중 9%
    • 2026LLM Watermark Evasion via Bias Inversion ICML
    • 2025ChronoBias: A Benchmark for Evaluating Time-conditional Group Bias in the Time-sensitive Knowledge of Large Language Models EMNLP Findings
  27. KAIST머신러닝

    윤세영OSI Lab

    관련 논문 4편비중 3%
    • 2025When Debate Fails: Bias Reinforcement in Large Language Models ICLR
    • 2023Denoising After Entropy-based Debiasing A Robust Training Method for Dataset Bias with Noisy Labels AAAI
    • 2023Fair Streaming Principal Component Analysis: Statistical and Algorithmic Viewpoint NeurIPS
  28. KU머신러닝

    이병준Decision Making Lab

    관련 논문 2편비중 6%
    • 2026SCAD: Super-Class-Aware Debiasing for Long-Tailed Semi-Supervised Learning ICLR
    • 2025FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning NeurIPS
  29. Yonsei자연어처리·LLM

    김재형ML3 Lab

    관련 논문 2편비중 4%
    • 2026Auditing the Judge: Human-Grounded Bias Discovery, Quantification, and Mitigation in LLM Judges NeurIPS
    • 2025Debiasing Online Preference Learning via Preference Feature Preservation ACL Findings
  30. Yonsei머신러닝

    송경우MLAI Lab

    관련 논문 2편비중 2%
    • 2026IsoAct: Structure-Preserving Post-hoc Debiasing via Isometric Actions ICML
    • 2025A Double-Edged Sword: Benchmarking the Trade-off Between Bias Mitigation and Helpfulness of LLM Guardrails in Finance CIKM
  31. KAIST머신러닝

    이상완AI Brain Lab

    관련 논문 3편비중 7%
    • 2025Cognitive bias training through model parameter optimization RLDM
    • 2024Self-supervised debiasing using low rank regularization CVPR
    • 2023Training debiased subnetworks with contrastive weight pruning CVPR
  32. KU머신러닝

    이성환PRML Lab

    관련 논문 3편비중 2%
    • 2025AmbiBias Contrast: Enhancing Debiasing Networks via Disentangled Space from Ambiguity-Bias Clusters Neural Networks
    • 2024Appearance Debiased Gaze Estimation via Stochastic Subject-Wise Adversarial Learning Pattern Recognition
    • 2023Compensatory Debiasing for Gender Imbalances in Language Models ICASSP
  33. KAISTAI for Science

    최윤재

    관련 논문 2편비중 3%
    • 2026LayerNorm Induces Recency Bias in Transformer Decoders ACL Findings
    • 2023Revisiting the Importance of Amplifying Bias for Debiasing AAAI
  34. SNUAI for Science

    이승근

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

    이동하DLI Lab

    관련 논문 2편비중 3%
    • 2025BPL: Bias-adaptive Preference Distillation Learning for Recommender System IEEE TKDE
    • 2024Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation ACL
  36. KU자연어처리·LLM

    임희석NLP&AI Lab

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

    손석우Weather and Climate Dynamics Lab

    관련 논문 2편비중 2%
    • 2025A process-based evaluation of biases in extratropical stratosphere-troposphere coupling in subseasonal forecast systems Weather and Climate Dynamics
    • 2023Ensemble size versus bias correction effects in subseasonal-to-seasonal (S2S) forecasts Geoscience Letters
  38. SNU인간-AI 상호작용

    강민석

    관련 논문 1편비중 5%
    • 2026When Cars Have Stereotypes: Auditing Demographic Bias in Objects from Text-to-Image Models ECCV
  39. SNU자연어처리·LLM

    이재윤SKI-ML Lab

    관련 논문 1편비중 4%
    • 2026OBJECTION! Lawyer Agents Mitigate Guilty Bias in Legal Judgment Prediction EMNLP
  40. KAIST자연어처리·LLM

    임경태MLP Lab

    관련 논문 1편비중 3%
    • 2026Hidden Threat in Synthetic Data: Covert Targeted Bias Injection through Benign Text EMNLP
  41. KAIST자연어처리·LLM

    서민준LK Lab

    관련 논문 1편비중 2%
    • 2026Early Decisions Matter: Proximity Bias and Initial Trajectory Shaping in Non-Autoregressive Diffusion Language Models ICML
  42. KAIST머신러닝

    이기민

    관련 논문 1편비중 2%
    • 2026Alignment Tampering: How Reinforcement Learning from Human Feedback Is Exploited to Optimize Misaligned Biases ICML
  43. KAIST인간-AI 상호작용

    김주호KIXLAB

    관련 논문 1편비중 1%
    • 2026Investigating Assistant Bias in LLM User Simulators Using a Role Vector EMNLP Findings
  44. KAIST음성·오디오

    정준선Multimodal AI Lab

    관련 논문 1편비중 1%
    • 2026Who Wins the Conflict? Mechanistic Interpretability of Text Bias in Audio LLMs EMNLP
  45. POSTECH머신러닝

    이재호EffL Lab

    관련 논문 2편비중 5%
    • 2024Discovering and Mitigating Visual Biases through Keyword Explanation CVPR
    • 2023Breaking the Spurious Causality of Conditional Generation via Fairness Intervention with Corrective Sampling TMLR
  46. KAISTAI for Science

    예종철BISPL

    관련 논문 2편비중 2%
    • 2024Self-supervised debiasing using low rank regularization CVPR
    • 2023Training debiased subnetworks with contrastive weight pruning CVPR
  47. KU음성·오디오

    김찬우SLPL

    관련 논문 2편비중 8%
    • 2023Counterfactual two-stage debiasing for video corpus moment retrieval ICASSP
    • 2023Mitigating the Exposure Bias in Sentence-Level Grapheme-to-Phoneme (G2P) Transduction INTERSPEECH
  48. SNU데이터 마이닝

    장준기

    관련 논문 1편비중 7%
    • 2025Improving Group Fairness in Tensor Completion via Imbalance Mitigating Entity Augmentation PAKDD
  49. Yonsei머신러닝

    이종민DIL Lab

    관련 논문 1편비중 7%
    • 2025FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning NeurIPS
  50. SNUAI 시스템

    권태경MM Lab

    관련 논문 1편비중 5%
    • 2025Political Bias Prediction Models Focus on Source Cues, Not Semantics AAAI
  51. SNU자연어처리·LLM

    이상구IDS Lab

    관련 논문 1편비중 6%
    • 2025A Dual-Layered Evaluation of Geopolitical and Cultural Bias in LLMs ACL
  52. SNUAI 시스템

    이재진THUNDER Research Group

    관련 논문 1편비중 5%
    • 2025KLAAD: Refining Attention Mechanisms to Reduce Societal Bias in Generative Language Models EMNLP
  53. SNUAI 시스템

    하순회IRIS/CAPLAB

    관련 논문 1편비중 6%
    • 2025Worst case response time analysis for completely fair scheduling in Linux systems Real-Time Systems
  54. POSTECH머신러닝

    이남훈Computational Optimization Lab

    관련 논문 1편비중 4%
    • 2025Convergence and Implicit Bias of Gradient Descent on Continual Linear Classification ICLR
  55. SNUAI for Science

    이종호LIST

    관련 논문 1편비중 3%
    • 2025A fair comparison in deep learning-based QSM reconstruction IEEE Access
  56. SNU컴퓨터 비전

    최종현MPR Lab

    관련 논문 1편비중 2%
    • 2025Large Language Models Still Exhibit Bias in Long Text ACL Findings
  57. KAIST머신러닝

    최재식SAIL Lab

    관련 논문 1편비중 2%
    • 2025Deontological Keyword Bias: The Impact of Modal Verbs on Normative Judgments of Language Models ACL
  58. KAIST컴퓨터 비전

    홍승훈Vision and Learning Lab

    관련 논문 1편비중 3%
    • 2025Disentangled Representation Learning via Modular Compositional Bias NeurIPS
  59. Yonsei컴퓨터 비전

    박은병V-Lab

    관련 논문 1편비중 3%
    • 2025Anti-Exposure Bias in Diffusion Models via Prompt Learning ICLR
  60. Yonsei컴퓨터 비전

    이종석MCML Group

    관련 논문 1편비중 3%
    • 2025Exploring the camera bias of person re-identification ICLR
  61. SNU컴퓨터 비전

    곽노준MIPAL Lab

    관련 논문 1편비중 1%
    • 2025Mitigating the Bias in the Model for Continual Test-Time Adaptation IEEE Access
  62. SNU머신러닝

    장병탁BI Lab

    관련 논문 1편비중 1%
    • 2025Truncated Gaussian Policy for Debiased Continuous Control AAAI
  63. POSTECH자연어처리·LLM

    이근배, 김형훈NLP Lab

    관련 논문 1편비중 1%
    • 2025ChronoBias: A Benchmark for Evaluating Temporal Group Bias in Retrieval-augmented Language Models EMNLP Findings
  64. SNU인간-AI 상호작용2026 업데이트 중

    이준환HCI+D Lab

    관련 논문 1편비중 4%
    • 2024Enhancing Auto-Generated Baseball Highlights via Win Probability and Bias Injection Method CHI
  65. KAIST머신러닝

    김희영Engineering Data Science Lab

    관련 논문 1편비중 3%
    • 2024CDMAD: Class-Distribution-Mismatch-Aware Debiasing for Class-Imbalanced Semi-Supervised Learning CVPR
  66. KAIST머신러닝

    문일철AAI Lab

    관련 논문 1편비중 3%
    • 2024Training Unbiased Diffusion Models From Biased Dataset ICLR
  67. KAIST데이터 마이닝

    박노성BigDyL

    관련 논문 1편비중 1%
    • 2024An Attentive Inductive Bias for Sequential Recommendation beyond the Self-Attention AAAI
  68. KAIST데이터 마이닝

    박찬영DSAIL

    관련 논문 1편비중 1%
    • 2024Debiased Graph Poisoning Attack via Contrastive Surrogate Objective CIKM
  69. KAIST데이터 마이닝

    이재길Data Mining Lab

    관련 논문 1편비중 3%
    • 2024Adaptive Shortcut Debiasing for Online Continual Learning AAAI
  70. KU컴퓨터 비전

    박경문VGI Lab

    관련 논문 1편비중 2%
    • 2024GLAD: Global-Local View Alignment and Background Debiasing for Video Domain Adaptation WACV
  71. Yonsei자연어처리·LLM

    여진영Language & AGI Lab

    관련 논문 1편비중 2%
    • 2024Can Large Language Models be Good Emotional Supporter? Mitigating Preference Bias on Emotional Support Conversation ACL
  72. SNUAI 시스템

    이상원VLDB Lab

    관련 논문 1편비중 10%
    • 2023MTFT: Multi-Tenant Fair Throttling BigComp
  73. KAIST데이터 마이닝

    황지영Big Data Intelligence Lab

    관련 논문 1편비중 5%
    • 2023FinePrompt: Unveiling the Role of Finetuned Inductive Bias on Compositional Reasoning in GPT-4 EMNLP Findings
  74. SNU데이터 마이닝

    강유Data Mining Lab

    관련 논문 1편비중 2%
    • 2023Aggregately Diversified Bundle Recommendation via Popularity Debiasing and Configuration-aware Reranking PAKDD
  75. SNU컴퓨터 비전

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    관련 논문 1편비중 2%
    • 2023KoSBI: A Dataset for Mitigating Social Bias Risks Towards Safer Large Language Model Applications ACL
  76. SNUAI for Science

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    관련 논문 1편비중 3%
    • 2023MARS: Model-agnostic Biased Object Removal without Additional Supervision for Weakly-Supervised Semantic Segmentation ICCV
  77. Yonsei머신러닝

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    관련 논문 1편비중 4%
    • 2023Equal Improvability: A New Fairness Notion Considering the Long-term Impact ICLR
  78. KAIST컴퓨터 비전

    김승룡CV Lab

    관련 논문 1편비중 1%
    • 2023Debiasing Scores and Prompts of 2D Diffusion for Robust Text-to-3D Generation CVPR
  79. KAIST컴퓨터 비전

    김현우MLV Lab

    관련 논문 1편비중 1%
    • 2023Robust Auxiliary Learning with Weighting Function for Biased Data Information Sciences
  80. KAIST컴퓨터 비전

    노용만IVY Lab

    관련 논문 1편비중 1%
    • 2023Mitigating Dataset Bias in Image Captioning through CLIP Confounder-free Captioning Network ICIP
  81. KAIST데이터 마이닝

    신기정Data Mining Lab

    관련 논문 1편비중 1%
    • 2023Disentangling Degree-related Biases and Interest for Out-of-Distribution Generalized Directed Network Embedding WWW