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4 results for "vision"
- ai · arxiv/cs.AI · 6 min
AD-Copilot: Vision-Language Model Trained for Factory Defect Detection
Researchers built a specialized multimodal AI that compares paired industrial images to spot subtle manufacturing flaws, outperforming general-purpose models and human inspectors on benchmark tasks.
Apr 22, 2026 Read → - ai · arxiv/cs.LG · 4 min
Weak Labels Fail Across Time Even When Domain Transfer Works
A study of CRISPR experiments reveals supervision drift—where the labeling mechanism itself shifts—causes model collapse in temporal transfer despite strong in-domain performance.
Apr 21, 2026 Read → - ai · arxiv/cs.LG · 8 min
Chain-of-Thought Supervision Eliminates Sample Complexity Growth
New theoretical analysis shows intermediate reasoning steps remove dependence on generation length, while end-to-end learning scales unpredictably with sequence depth.
Apr 21, 2026 Read → - ai · arxiv/cs.AI · 8 min
Vision-Language Models Fail on Dense Visual Grids
A new benchmark reveals VLMs collapse sharply on simple grid-reading tasks, exposing a gap between visual encoding and language output called Digital Agnosia.
Apr 17, 2026 Read →