“DLMs augmented with polynomial-length chain-of-thought (CoT) can simulate any parallel sampling algorithm using an optimal number of sequential steps.”

“The paper theoretically ensures asymptotic error free computation with the minimal codeword length.”

“GCA losses are $H$-consistent for any hypothesis set that is bounded or complete, with $H$-consistency bounds that scale more favorably as $1/\sqrt{\mathsf p_{\min}}$, offering significantly stronger theoretical guarantees in imbalanced settings.”

“The paper highlights that after adapting the General Reward Model (GRM) to a new task from a single expert trajectory, the resulting reward model enables the agent to achieve 95% success with only 150 online rollouts (approximately 1 hour of real robot interaction).”

“The paper demonstrates that the LCV method provides a better-fit bandwidth parameter for tropical KDE, leading to improved accuracy and computational efficiency compared to nearest neighbor methods, as shown through simulations and empirical data analysis.”

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“Our framework offers an effective and theoretically grounded solution for social bot detection, significantly enhancing cybersecurity measures in social networks.”

“Schrödinger mean with complex time.”

“The proposed method not only outperforms existing graph-based models but also significantly surpasses conventional HGNNs in tasks that prioritize topological structure representation.”

“Coupled-wire construction of non-Abelian higher-order topological phases.”

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“The study is based on a theoretically grounded and empirically validated framework.”

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“The article's focus is on using a first-principles approach.”