Please read our actual paper for more interesting details! 📄 arxiv.org/abs/2510.00962
Come discuss more about #FairML at our presentation session! Happening (right now!!!) on Nov 5th 7PM EST at Gather Session 3!
Come discuss more about #FairML at our presentation session! Happening (right now!!!) on Nov 5th 7PM EST at Gather Session 3!
Analyzing Dialectical Biases in LLMs for Knowledge and Reasoning Benchmarks
Large language models (LLMs) are ubiquitous in modern day natural language processing. However, previous work has shown degraded LLM performance for under-represented English dialects. We analyze the ...
arxiv.org
November 6, 2025 at 12:13 AM
Please read our actual paper for more interesting details! 📄 arxiv.org/abs/2510.00962
Come discuss more about #FairML at our presentation session! Happening (right now!!!) on Nov 5th 7PM EST at Gather Session 3!
Come discuss more about #FairML at our presentation session! Happening (right now!!!) on Nov 5th 7PM EST at Gather Session 3!
[2024-12-02] 📚 Updates in #FaML
🔍 More at researchtrend.ai/communities/FaML
(1) Bridging Fairness Gaps: A (Conditional) Distance Covariance Perspective in Fairness Learning
(2) Lookahead Counterfactual Fairness
(3) FairML: A Julia Package for Fair Classification
🔍 More at researchtrend.ai/communities/FaML
(1) Bridging Fairness Gaps: A (Conditional) Distance Covariance Perspective in Fairness Learning
(2) Lookahead Counterfactual Fairness
(3) FairML: A Julia Package for Fair Classification
December 3, 2024 at 5:28 AM
Kudos to the incredible CDI team: Sejin Kim, Joshua Siraj, Muammar Kabir, Mattea Welch, Clare McElcheran, Tran Truong👏This is a big step toward scalable, robust, and #fairML frameworks in #oncology
@pmresearch-uhn.bsky.social @uhnresearch.bsky.social @uhntoronto.bsky.social @uhnaihub.bsky.social
@pmresearch-uhn.bsky.social @uhnresearch.bsky.social @uhntoronto.bsky.social @uhnaihub.bsky.social
April 25, 2025 at 2:07 PM
Kudos to the incredible CDI team: Sejin Kim, Joshua Siraj, Muammar Kabir, Mattea Welch, Clare McElcheran, Tran Truong👏This is a big step toward scalable, robust, and #fairML frameworks in #oncology
@pmresearch-uhn.bsky.social @uhnresearch.bsky.social @uhntoronto.bsky.social @uhnaihub.bsky.social
@pmresearch-uhn.bsky.social @uhnresearch.bsky.social @uhntoronto.bsky.social @uhnaihub.bsky.social
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 1, 2025 at 11:39 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
May 29, 2025 at 5:13 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 3, 2025 at 4:42 PM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
May 30, 2025 at 9:08 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 4, 2025 at 4:58 PM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
May 28, 2025 at 8:54 PM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 5, 2025 at 12:49 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Ok #fairml & algo-fairness people, what are good first sentences for papers that end this madness of "ml is more and more used to make consequential decisions"???
May 3, 2025 at 8:13 AM
Ok #fairml & algo-fairness people, what are good first sentences for papers that end this madness of "ml is more and more used to make consequential decisions"???
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 1, 2025 at 7:50 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 1, 2025 at 3:51 PM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 2, 2025 at 11:39 PM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
New federated‑learning framework spots group‑specific concept drift using local detectors and model updates, cutting fairness violations on benchmark tests while keeping accuracy. https://getnews.me/addressing-group-specific-concept-drift-for-fair-federated-learning/ #federatedlearning #fairml
September 17, 2025 at 8:45 AM
New federated‑learning framework spots group‑specific concept drift using local detectors and model updates, cutting fairness violations on benchmark tests while keeping accuracy. https://getnews.me/addressing-group-specific-concept-drift-for-fair-federated-learning/ #federatedlearning #fairml
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 4, 2025 at 12:34 PM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
🔄 Updated Arxiv Paper
Title: FairML: A Julia Package for Fair Classification
Authors: Jan Pablo Burgard, Jo\~ao Vitor Pamplona
Read more: https://arxiv.org/abs/2412.01585
Title: FairML: A Julia Package for Fair Classification
Authors: Jan Pablo Burgard, Jo\~ao Vitor Pamplona
Read more: https://arxiv.org/abs/2412.01585
December 10, 2024 at 8:03 AM
🔄 Updated Arxiv Paper
Title: FairML: A Julia Package for Fair Classification
Authors: Jan Pablo Burgard, Jo\~ao Vitor Pamplona
Read more: https://arxiv.org/abs/2412.01585
Title: FairML: A Julia Package for Fair Classification
Authors: Jan Pablo Burgard, Jo\~ao Vitor Pamplona
Read more: https://arxiv.org/abs/2412.01585
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
May 31, 2025 at 7:10 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Researchers propose oracle and proxy methods that enforce demographic parity in set-valued classifiers while keeping label-set size near target; proxy matches oracle fairness with lower runtime. https://getnews.me/fair-set-valued-classification-with-demographic-parity-constraints/ #fairml #setvalued
October 8, 2025 at 10:08 AM
Researchers propose oracle and proxy methods that enforce demographic parity in set-valued classifiers while keeping label-set size near target; proxy matches oracle fairness with lower runtime. https://getnews.me/fair-set-valued-classification-with-demographic-parity-constraints/ #fairml #setvalued
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
May 30, 2025 at 5:08 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 4, 2025 at 8:11 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
May 29, 2025 at 9:09 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 6, 2025 at 2:11 PM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology
June 5, 2025 at 9:16 AM
Fairness, Justice, and Social Inequality in Machine Learning https://osf.io/39jcs As machine learning (ML) systems increasingly shape decision-making across crucial societal domains, the discourse around fairness in algorithmic systems (fairML) has intensified. Although fairML research i #sociology