{"slug": "fdsml-formula-driven-supervised-metric-learning-with-parameter-aware-triplet", "title": "FDSML: Formula-Driven Supervised Metric Learning with Parameter-Aware Triplet Loss", "summary": "Researchers proposed Formula-Driven Supervised Metric Learning (FDSML), a pre-training method that replaces the classification-on-discretized-labels approach used in Formula-Driven Supervised Learning (FDSL) with metric learning, preserving continuity in the generative process. The work introduces a parameter-aware triplet loss and derives relations from formula-generated data to enable vision pre-training without real images. The method targets the information loss FDSL incurs by discarding continuity when discretizing labels for classification.", "body_md": "Formula-Driven Supervised Learning (FDSL) enables vision pre-training without real images, but existing methods cast pre-training as classification on discretized labels, discarding continuity in the generative process. We propose Formula-Driven Supervised Metric Learning (FDSML), which derives rela", "url": "https://wpnews.pro/news/fdsml-formula-driven-supervised-metric-learning-with-parameter-aware-triplet", "canonical_source": "https://aiflash.com/news/142384/", "published_at": "2026-10-30 12:00:27+00:00", "updated_at": "2026-10-30 12:19:12.724441+00:00", "lang": "en", "topics": ["machine-learning", "computer-vision", "ai-research", "artificial-intelligence"], "entities": ["Formula-Driven Supervised Metric Learning", "Formula-Driven Supervised Learning", "FDSML", "FDSL"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/fdsml-formula-driven-supervised-metric-learning-with-parameter-aware-triplet", "markdown": "https://wpnews.pro/news/fdsml-formula-driven-supervised-metric-learning-with-parameter-aware-triplet.md", "text": "https://wpnews.pro/news/fdsml-formula-driven-supervised-metric-learning-with-parameter-aware-triplet.txt", "jsonld": "https://wpnews.pro/news/fdsml-formula-driven-supervised-metric-learning-with-parameter-aware-triplet.jsonld"}}