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Federated Medical Image Segmentation under Real-World Label Noise: A Benchmark Suite for Noisy Label Learning Method Selection Reservoir Attention Network: Cross-Pass State in Pretrained Transformers via Content-Addressable Reservoir Injection Explainable deep learning improves human mental models of self-driving cars, study finds SkillsBench Benchmark Measures How Agent Skills Boost LLM Performance Across Diverse Tasks PATCH Monitor Enables Robots to Handle Unexpected Disturbances During Manipulation Tasks Z-Plane Neural Networks Replace ReLU and LayerNorm with Bounded Geometric Activation APEC Climate Center Upgrades El Niño to Strong; Indian Monsoon Faces Elevated Risk New Architecture GRIL Enables Gradient Descent-Like Learning in Linear Recurrent Networks ToolSelf AI Agents Achieve 28.8 Point Gain Through Runtime Self-Reconfiguration ArtNet: JEPA-Like Articulatory Framework Achieves 20.56% Error Reduction in Zero-Shot Phoneme Recognition Federated Medical Image Segmentation under Real-World Label Noise: A Benchmark Suite for Noisy Label Learning Method Selection Reservoir Attention Network: Cross-Pass State in Pretrained Transformers via Content-Addressable Reservoir Injection Explainable deep learning improves human mental models of self-driving cars, study finds SkillsBench Benchmark Measures How Agent Skills Boost LLM Performance Across Diverse Tasks PATCH Monitor Enables Robots to Handle Unexpected Disturbances During Manipulation Tasks Z-Plane Neural Networks Replace ReLU and LayerNorm with Bounded Geometric Activation APEC Climate Center Upgrades El Niño to Strong; Indian Monsoon Faces Elevated Risk New Architecture GRIL Enables Gradient Descent-Like Learning in Linear Recurrent Networks ToolSelf AI Agents Achieve 28.8 Point Gain Through Runtime Self-Reconfiguration ArtNet: JEPA-Like Articulatory Framework Achieves 20.56% Error Reduction in Zero-Shot Phoneme Recognition
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