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Study Reveals 27 Error Types in LLM Text-to-SQL, Introduces MapleDoctor Repair Framework Stop treating AI as the strategy — focus on business outcomes instead Beyond Text-to-SQL: New Agentic LLM System Governs Enterprise Analytics APIs Pruning Optimisations Boost LUT-Based Neural Network Scalability and Efficiency Tree-like Self-Play Framework Teaches LLMs to Fix Security Flaws in Code Generation Research Proposes Task-Based Neurons to Enhance Neural Network Feature Representation EV-WM: Event-Verified World Models Boost Long-Horizon Robotic Manipulation for Industrial Automation Haiku to Opus in Just 10 bits: LLMs Unlock Large Compression Gains 3D Skeleton Person Re-Identification Survey Reveals Taxonomy, Advances, and Interdisciplinary Potential FBI Seizes Drones at World Cup, Warns Pilots of Up to $100,000 Fines for Violating No-Fly Zones Study Reveals 27 Error Types in LLM Text-to-SQL, Introduces MapleDoctor Repair Framework Stop treating AI as the strategy — focus on business outcomes instead Beyond Text-to-SQL: New Agentic LLM System Governs Enterprise Analytics APIs Pruning Optimisations Boost LUT-Based Neural Network Scalability and Efficiency Tree-like Self-Play Framework Teaches LLMs to Fix Security Flaws in Code Generation Research Proposes Task-Based Neurons to Enhance Neural Network Feature Representation EV-WM: Event-Verified World Models Boost Long-Horizon Robotic Manipulation for Industrial Automation Haiku to Opus in Just 10 bits: LLMs Unlock Large Compression Gains 3D Skeleton Person Re-Identification Survey Reveals Taxonomy, Advances, and Interdisciplinary Potential FBI Seizes Drones at World Cup, Warns Pilots of Up to $100,000 Fines for Violating No-Fly Zones

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visual analytics

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Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Livestock Monitoring

Artificial Intelligence #lightweight distillation#sam

Lightweight Distillation of SAM 3 and DINOv3 for Edge-Deployable Livestock Monitoring

Researchers distilled SAM 3's 446M-parameter backbone into a 40.66M-parameter student, achieving 92.29% MOTA and 96.15% IDF1 on the Edinburgh Pig dataset. The pipeline runs on an NVIDIA Jetson Orin NX 16GB with 4.9GB headroom, enabling on-device individual-level livestock monitoring and longitudinal visual analytics.

Jun 16, 2026 1 source

AI Supply Chain Galaxy: 3D Visual Analytics Reveals Widespread License Compliance Risks

SC Technology #ai#supply chain

AI Supply Chain Galaxy: 3D Visual Analytics Reveals Widespread License Compliance Risks

AI Supply Chain Galaxy (AISCG) is an interactive 3D visual analytics system for model provenance and compliance auditing. An ecosystem-scale analysis of 908,449 models from Hugging Face revealed that 55.46% exhibit compliance risks or metadata conflicts, with high omission rates in adapter derivations and license drift in fine-tuning.

Jun 16, 2026 1 source