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InstantForget: New Update-Free Backdoor Unlearning Method Uses Inference-Time Feature Reset for AI Security Beyond Weights and Gradients: New Taxonomy Classifies Federated Learning Messages into Three Categories Token Reduction in Generative Models Must Evolve Beyond Efficiency, New Research Argues Semantic Flip: Synthetic OOD Generation for Robust Refusal in Embodied Question Answering and Spatial Localization Emergent Strategic Reasoning Risks in AI: New Taxonomy-Driven Framework Evaluates Deception and Gaming in LLMs 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 InstantForget: New Update-Free Backdoor Unlearning Method Uses Inference-Time Feature Reset for AI Security Beyond Weights and Gradients: New Taxonomy Classifies Federated Learning Messages into Three Categories Token Reduction in Generative Models Must Evolve Beyond Efficiency, New Research Argues Semantic Flip: Synthetic OOD Generation for Robust Refusal in Embodied Question Answering and Spatial Localization Emergent Strategic Reasoning Risks in AI: New Taxonomy-Driven Framework Evaluates Deception and Gaming in LLMs 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
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