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#simulation4 articles
4 articles
AIBullisharXiv โ€“ CS AI ยท 4h ago5
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DiffusionHarmonizer: Bridging Neural Reconstruction and Photorealistic Simulation with Online Diffusion Enhancer

Researchers introduce DiffusionHarmonizer, an AI framework that enhances neural reconstruction simulations for autonomous robots by converting multi-step image diffusion models into single-step enhancers. The system addresses artifacts in NeRF and 3D Gaussian Splatting methods while improving realism for applications like self-driving vehicle simulation.

AIBullisharXiv โ€“ CS AI ยท 4h ago6
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VCWorld: A Biological World Model for Virtual Cell Simulation

Researchers have developed VCWorld, a new AI-powered biological simulation system that combines large language models with structured biological knowledge to predict cellular responses to drug perturbations. The system operates as a 'white-box' model, providing interpretable predictions and mechanistic insights while achieving state-of-the-art performance in drug perturbation benchmarks.

AINeutralarXiv โ€“ CS AI ยท 4h ago0
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TaCarla: A comprehensive benchmarking dataset for end-to-end autonomous driving

Researchers have released TaCarla, a comprehensive dataset containing over 2.85 million frames from CARLA simulation environment designed for end-to-end autonomous driving research. The dataset addresses limitations in existing autonomous driving datasets by providing both perception and planning data with diverse behavioral scenarios for comprehensive model training and evaluation.

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AINeutralarXiv โ€“ CS AI ยท 4h ago1
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MEDIC: a network for monitoring data quality in collider experiments

Researchers have developed MEDIC, a neural network framework for Data Quality Monitoring (DQM) in particle physics experiments that uses machine learning to automatically detect detector anomalies and identify malfunctioning components. The simulation-driven approach using modified Delphes detector simulation represents an initial step toward comprehensive ML-based DQM systems for future particle detectors.