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Synthesized software environments unlock a 50% boost in CUA performance on unseen benchmarks, proving scalable supervision is key.
The Adaptive Decomposition Network (ADNet), a component-specific forecasting framework that adaptively disentangles traffic dynamics into dominant and residual components, is proposed, and the effectiveness of adaptive decomposition and component-specific modeling for multi-step traffic forecasting is demonstrated.
NACRE achieves secure containerization without sacrificing performance, maintaining syscall metrics within 3.5% of the baseline while enhancing confidentiality.
Achieving 99.5% citation validity and 96.4% figure editability, Spark-to-Paper transforms how research papers can be generated with unprecedented reliability and efficiency.
