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6 results for "detection"
- ai · arxiv/cs.AI · 8 min
Poisoned Pretraining: Hidden Attacks Embedded in LLM Training Data
Researchers demonstrate how adversaries can plant dormant malicious logic in large language models by seeding poisoned content across obscure websites, evading detection until triggered.
Apr 27, 2026 Read → - ai · arxiv/cs.LG · 4 min
LLMs use hidden confidence signals to detect and fix their own errors
Research shows large language models maintain a second-order evaluative signal that predicts error detection and self-correction beyond what their output probabilities reveal.
Apr 27, 2026 Read → - ai · arxiv/cs.LG · 4 min
Neural networks unmix single Raman spectra without multiple samples
A brain-inspired deep learning model solves the underdetermined problem of identifying chemical components from one noisy mixed spectrum, enabling rapid substance detection.
Apr 27, 2026 Read → - ai · arxiv/cs.AI · 3 min
VLAA-GUI: Framework Stops Agents from Looping and Guessing
A modular GUI automation system uses verification, loop detection, and search to prevent autonomous agents from declaring false success or repeating failed actions.
Apr 24, 2026 Read → - 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.AI · 4 min
Hybrid segmentation model improves fundus lesion detection accuracy
Combining classical clustering methods with deep learning achieves 89.7% accuracy on high-resolution eye images, outperforming standard U-Net approaches.
Apr 17, 2026 Read →