Collective recourse formalizes community reports to fix group harms in diffusion models for urban visualizations via a report-triage-fix-verify pipeline, four primitives, a mandate score, and synthetic evaluation of 240 reports.
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2 Pith papers cite this work, alongside 3 external citations. Polarity classification is still indexing.
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UNVERDICTED 2representative citing papers
Benchmarks for VLMs in urban perception should incorporate reliability metrics and negotiable labels, as model-human agreement co-varies with human reliability and distributional mismatches appear in a Montreal street scene study.
citing papers explorer
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Collective Recourse for Generative Urban Visualizations
Collective recourse formalizes community reports to fix group harms in diffusion models for urban visualizations via a report-triage-fix-verify pipeline, four primitives, a mandate score, and synthetic evaluation of 240 reports.
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Benchmarks for Vision-Language Models in Urban Perception Should Be Reliability-Aware and Negotiated
Benchmarks for VLMs in urban perception should incorporate reliability metrics and negotiable labels, as model-human agreement co-varies with human reliability and distributional mismatches appear in a Montreal street scene study.