AI Learns to Fly a Twin-Rotor Helicopter in Simulation Using Twin Delayed DDPG
A simulation study reports that a model-free TD3 deep reinforcement learning controller outperforms PID and fuzzy benchmarks in trajectory tracking ...
Tag: robustness
Hybrid AI Model Retrieves Medical Images Even When Queries Are Blurred or Noisy
A hybrid CNN–transformer model produces 128-dimensional medical image embeddings that stay robust under noise, blur, cropping, and occlusion across four ...
Edge Failures Hit Network Controllability Hardest in Sparse Graphs
A unified simulation study finds structural controllability is most vulnerable to random edge failures in sparse, severely degraded Erdős–Rényi networks, ...
Self-Supervised AI Learns to Detect Seizures, but Its Blind Spots Reveal a Deeper Truth About Robustness
A proof-of-concept study shows a self-supervised EEG seizure detector matches its supervised counterpart on discrimination but trades precision for recall, ...
Simulated connected vehicles learn robust path tracking through imitation and adversarial training
A simulation study reports that a distributed imitation learning framework with adversarial perturbation training cut path tracking error to 0.18 ...
Video-Based AI Model Spots Transformer Faults with 96% Accuracy
A new video-based diagnostic model combining the Grey Wolf Optimizer and a neural network identifies faults in oil-immersed transformers online ...
Machine Learning Outperforms Design Codes in Predicting Concrete Beam Shear Strength
A benchmark of six machine learning models on 1,849 reinforced concrete beams shows LightGBM beating ACI and CSA design codes, ...
3D Convolutions and Complex Wavelets Strengthen Invisible Video Watermarks
A Scientific Reports study describes a video watermarking algorithm that pairs three-dimensional convolutions with the dual-tree complex wavelet transform, reporting ...
Causal AI improves cross-domain dance scoring in 125-dancer study
A causal and invariant-learning system reduced cross-domain dance quality-scoring error by 38.7% in a machine-learning study involving 125 dancers and ...
Survey maps the challenge of verifying robustness in binary neural networks
A survey in Artificial Intelligence Review systematically reviews formal verification methods for binary neural networks, covering SAT/SMT, optimization, reachability and ...
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Mothers who receive childcare support from maternal grandparents show more parental warmth, finds NTU Singapore study
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University of Seville Breaks 120-Year-Old Mystery, Revises a Key Einstein Concept
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Bee body mass, pathogens and local climate influence heat tolerance
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Researchers record first-ever images and data of a shark experiencing a boat strike
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Groundbreaking Clinical Trial Reveals Lubiprostone Enhances Kidney Function
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