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Showing papers from Indian Institute of Science Education and Research, Bhopal Show all papers

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arXivIndian Institute of Science EducIndian Institute of Technology BFairness & bias

FairRSFM: A Biome-Aware Benchmark and Debiasing Framework for Remote Sensing Foundation Models

FairRSFM benchmarks remote sensing foundation models by biome to expose hidden ecological performance disparities and tests debiasing methods without backbone updates. Aggregate metrics consistently mask large biome-dependent gaps, though mitigation effectiveness varies by model and task.

Md Aminur Hossain, Omkumar Vaghasiya, Rajeev Ranjan Dwivedi, Vinod Kurmi and 1 more

Published Oct 5, 2026 · ▲ 6 on Hugging Face · Code ★ 1

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 2/5
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arXivIndian Institute of Science EducSony CorporationFairness & bias

CosFairNet:A Parameter-Space based Approach for Bias Free Learning

CosFairNet trains paired models with layer-wise parameter constraints to block bias propagation, improving accuracy and debiasing across synthetic and real-world datasets.

Rajeev Ranjan Dwivedi, Kumari, Priyadarshini, Vinod K Kurmi

Published Oct 19, 2024 · 0 citations

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AI panel: 8 of 20 reviewers recommend it
lenient 4/5
medium 4/10
strict 0/5