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Forget static memory鈥擬emHarness reconstructs past experiences to fit the present context, dramatically boosting decision-making performance in LLM agents.
Outperforming GPT-5.4, IndustryForge-27B achieves a remarkable 33.65 percentage point lift in CAD-specific tasks, setting a new standard for multimodal models in industrial applications.
A unified detection framework reveals that accurately estimating covariance can significantly enhance the identification of AI-generated artifacts across multiple domains.
MAPE achieves over 95% defense rates against transferable adversarial attacks, setting a new benchmark for robustness in neural networks.
DVANet achieves superior performance in image restoration by effectively integrating degradation awareness with advanced visual priors, setting a new standard for handling complex image degradations.
COM-based execution outperforms GUI interactions, achieving state-of-the-art results in professional software manipulation tasks where traditional methods fail.
IterCAD achieves a significant leap in CAD generation by enabling iterative, interactive design processes that align with real-world manufacturing practices.
