Papers with Code 아카이브

Fairness

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

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평가표

9

보존된 평가 기록

10

코드

관련 논문과 평가 결과에 연결된 구현입니다. 출처에서 확인된 저자 구현에는 공식 코드 표시가 있습니다.

https://github.com/johntiger1/multimodal_fairness

공식 코드

Exploring Text Specific and Blackbox Fairness Algorithms in Multimodal Clinical NLP

https://github.com/joisino/fape

공식 코드

Enumerating Fair Packages for Group Recommendations

https://github.com/joisino/private-recsys

공식 코드

Private Recommender Systems: How Can Users Build Their Own Fair Recommender Systems without Log Data?

https://github.com/joniali/evaluating-fairness-discriminative-fms

공식 코드

Evaluating the Fairness of Discriminative Foundation Models in Computer Vision

https://github.com/joniali/loss-aversively-fair-classification

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Loss-Aversively Fair Classification

https://github.com/jovasque156/disparisk

공식 코드

DispaRisk: Auditing Fairness Through Usable Information

https://github.com/joymallyac/Fair-SMOTE

공식 코드

Bias in Machine Learning Software: Why? How? What to do?

https://github.com/joymallyac/fairssl

공식 코드

Fair-SSL: Building fair ML Software with less data

https://github.com/jpgard/subgroup-robustness-grows-on-trees

공식 코드

Subgroup Robustness Grows On Trees: An Empirical Baseline Investigation

https://github.com/jr2021/FairPFN

공식 코드

FairPFN: A Tabular Foundation Model for Causal Fairness

https://github.com/jr2021/ManyFairHPO-AIES

공식 코드

A Human-in-the-Loop Fairness-Aware Model Selection Framework for Complex Fairness Objective Landscapes

https://github.com/jrnlp/multi-eup

공식 코드

Multi-EuP: The Multilingual European Parliament Dataset for Analysis of Bias in Information Retrieval

https://github.com/jstrotherm/fairnessinwdns

공식 코드

Fairness-Enhancing Ensemble Classification in Water Distribution Networks

https://github.com/juellsprott/graphair-reproducibility

공식 코드

Reproducibility Study Of Learning Fair Graph Representations Via Automated Data Augmentations

https://github.com/juhakarvanen/simulating_counterfactuals

공식 코드

Simulating counterfactuals

https://github.com/junjie1003/DL-Fairness-Study

공식 코드

A Large-Scale Empirical Study on Improving the Fairness of Image Classification Models

https://github.com/junkangwu/bsl

공식 코드

BSL: Understanding and Improving Softmax Loss for Recommendation

https://github.com/jusperlee/audiotrust

공식 코드

AudioTrust: Benchmarking the Multifaceted Trustworthiness of Audio Large Language Models

https://github.com/justaguyalways/stochastic-federated-differentially-private-and-fair-learning

공식 코드

A Stochastic Optimization Framework for Private and Fair Learning From Decentralized Data

https://github.com/justinpayan/RAU2

공식 코드

Fair and Welfare-Efficient Constrained Multi-matchings under Uncertainty

https://github.com/jw3il/fairstream

공식 코드

FairStream: Fair Multimedia Streaming Benchmark for Reinforcement Learning Agents

https://github.com/jwatsondaniels/multitarget-multiplicity

공식 코드

Multi-Target Multiplicity: Flexibility and Fairness in Target Specification under Resource Constraints

https://github.com/jwsohn612/fairsbp

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Fair Supervised Learning with A Simple Random Sampler of Sensitive Attributes

https://github.com/k1l1/cocofl

공식 코드

CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization

https://github.com/kaihe-better/llm-for-healthcare

공식 코드

A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics

https://github.com/kaike-zhang/robust-recommender-system

공식 코드

Robust Recommender System: A Survey and Future Directions

https://github.com/kali-hac/chatgpt-mbti

공식 코드

Can ChatGPT Assess Human Personalities? A General Evaluation Framework

https://github.com/kalyan-nakka/litelmguard_mlc-llm

공식 코드

LiteLMGuard: Seamless and Lightweight On-Device Prompt Filtering for Safeguarding Small Language Models against Quantization-induced Risks and Vulnerabilities

https://github.com/kalyan-nakka/on_device_slms_defense

공식 코드

LiteLMGuard: Seamless and Lightweight On-Device Prompt Filtering for Safeguarding Small Language Models against Quantization-induced Risks and Vulnerabilities

https://github.com/kamtoazr/image-transcription-and-grading

공식 코드

Assessing instructor-AI cooperation for grading essay-type questions in an introductory sociology course

https://github.com/karimamakhlouf/impact_of_ldp_on_fairness

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On the Impact of Multi-dimensional Local Differential Privacy on Fairness

https://github.com/karokaram/PrivatedBoostedDensities

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Integral Privacy for Sampling

https://github.com/kartik-3004/facexbench

공식 코드

FaceXBench: Evaluating Multimodal LLMs on Face Understanding

https://github.com/karuna-bhaila/fairicl

공식 코드

Fair In-Context Learning via Latent Concept Variables

https://github.com/kcachel/mani-rank

공식 코드

MANI-Rank: Multiple Attribute and Intersectional Group Fairness for Consensus Ranking

https://github.com/kclip/localized-adaptive-risk-control

공식 코드

Localized Adaptive Risk Control

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