“Claude Code の plan mode は、計画フェーズ中に Plan subagent へ調査を委任し、探索を差し込む仕組みを持つ。”

“ArtiSG significantly outperforms baselines in functional element recall and articulation estimation precision.”

“PP-ACDC achieves asymptotic (exact) average consensus on any strongly connected digraph under appropriately chosen quantization parameters.”

“The context is from ArXiv, indicating a research paper.”

“LoongFlow outperforms leading baselines (e.g., OpenEvolve, ShinkaEvolve) by up to 60% in evolutionary efficiency while discovering superior solutions.”

“The paper establishes a correspondence between kernels in graph theory and specialized equilibria.”

“Directed hypergraph models preserve the characteristic features of simplicial models for epistemic logic, while also being able to account for the beliefs of agents.”

“Would you call this “machine learning,” or a physics data visualization that uses ML pieces?”

“Reinforcement Networks unify hierarchical, modular, and graph-structured views of MARL, opening a principled path toward designing and training complex multi-agent systems.”

“The error in $L^p (Ω)$ norm is of order \[ O ig(h^{rac{1}{2}[(2H + H_* - 1) \wedge 1] - ε}ig), \] where $h > 0$ is the step size in time (resp. $\sqrt{h}$ in space), and $ε> 0$ can be chosen arbitrarily small.”

“Threshold rules produce a distinct non-mean-field universality class with β≈0.75 and a systematic failure of MF-DP dynamical scaling. We show that thresholding acts as a relevant perturbation to DP.”

“The model is consistent with the quasi-criticality hypothesis in that it displays regions of maximal dynamical susceptibility and maximal mutual information predicated on the strength of the external stimuli.”

“Are you using chat AI (ChatGPT, Claude, Gemini, etc.) when learning new technologies?”

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“The paper introduces a Biorthogonal Graph Fourier Transform (BGFT) adapted to directed diffusion.”

“The paper introduces a private estimator for the $p_0$ model parameters and demonstrates its asymptotic properties.”

“The article's source is ArXiv, indicating a pre-print research paper.”

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“The context provides no specific key fact, requiring examination of the actual ArXiv paper.”

“The context mentions the article originates from ArXiv, indicating a research paper.”

“The article likely discusses the skills students will need to succeed in the future, given the rise of GenAI.”

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“The research focuses on using gradient-guided reinforcement learning for LLM reasoning.”

“The paper focuses on Epistemic Uncertainty Directed Bayesian Reinforcement Learning.”

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“The article proposes a 'Biorthogonal Laplacian Framework for Non-Normal Graphs'.”

“The study uses a Spatio-Temporal Graph Neural Network with Directed Spatial Attention.”

“The article is sourced from ArXiv, suggesting it is a pre-print of a scientific paper.”

“The context indicates the paper focuses on VLM-directed abstraction and simulation.”

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“The article likely discusses the use of agentic directed fuzzing.”

“The article explores feedback vertex sets of digraphs with bounded maximum degree.”

“Goal-directed search outperforms goal-agnostic memory compression in long-context memory tasks.”

“OpenAI reaffirms its nonprofit leadership with a new structure granting equity in its PBC, enabling over $100B in resources to advance safe, beneficial AI for humanity.”

“N/A - No direct quote provided in the summary.”

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“Both films feature visions of Hell’s intrusion onto earth; two competing and complementary visions of evil, one from a gay British man and the second from a devout American Catholic.”

“The article itself doesn't contain a direct quote, but the core information is the commitment to purchase AI chips.”

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“The article's core is the personal journey of an individual.”

“The article's primary focus is on a month-long exploration of machine learning.”

“This Week in Machine Learning & AI brings you the week’s most interesting and important stories from the world of machine learning and artificial intelligence.”