“The document excels by redefining the ambiguous concept of 'collaboration' as a structural problem.”

“"Clauto Develop'という形でまとめ、GitHub（clauto-develop）に公開しました。"”

“While security for text-based LLMs is an active area of research, existing solutions are often insufficient to address the unique threats for the embodied robotic agents, where malicious outputs manifest not merely as harmful text but as dangerous physical actions.”

“詳解します。”

“These findings suggest that simply watching AI reasoning is not enough to catch hidden influences.”

“The paper establishes a complete classification for fermionic symmetry protected topological phases (FSPT) with purely discrete internal symmetries, which determines the crystalline case via the crystalline equivalence principle.”

“The SALT3-UV model shows a significant improvement in the UV down to 2000Å, with over a threefold improvement in model uncertainty.”

“The paper constructs a general effective field theory (EFT) framework for neutrino-dark matter (DM) interactions and systematically finds all possible gauge-invariant ultraviolet (UV) completions.”

“Web3 RegTech enables transaction graph analysis, real-time risk assessment, cross-chain analytics, and privacy-preserving verification approaches that are difficult to achieve or less commonly deployed in traditional centralized systems.”

“ConfigTuner demonstrates up to a 1.36x increase in throughput compared to Megatron-LM.”

“Digital SemCom typically represents semantic information over a finite alphabet through explicit digital modulation, following two main routes: probabilistic modulation and deterministic modulation.”

“SliceLens achieves state-of-the-art performance, improving Precision@10 by 0.42 (0.73 vs. 0.31) on FeSD, and identifies interpretable slices that facilitate actionable model improvements.”

“The paper classifies spin effects into four categories with each having two subtypes; representative materials are pointed out.”

“Data synthesis is the most effective technique for improving functional correctness and reducing code smells.”

“Compact stars within 4DEGB gravity are systematically less compact and achieve moderately higher maximum masses compared to the GR case.”

“The CPU time was 5-11 ms for depth doses and fluence spectra at multiple depths. Gaussian beam calculations took 31-78 ms.”

“The paper derives necessary and sufficient conditions for the existence of such residual generators and provides explicit design formulas.”

“The paper formulates a unified taxonomy for pre-training paradigms, ranging from single-modality baselines to sophisticated unified frameworks.”

“The Dermatology Assessment Schema (DAS) is a novel expert-developed framework that systematically captures clinically meaningful dermatological features in a structured and standardized form.”

“The method involves three stages: 1) compiling a generalized natural language requirement pattern...; 2) generating, using the AI assistant, a corpus of natural language requirement patterns...; and 3) formalizing the syntax of the controlled natural language...”

“The method 'combines vision-based frame processing with systematic state-space exploration using graph-structured representations.'”

“Using n = 3 examples best balances architectural diversity and context focus for vision tasks.”

“The results show systematic mode-dependent differences in user-rated affinity and additional insights on perceived security, indicating that switching or blending agency within one robot measurably shapes human impressions.”

“MB-pol is in qualitatively good agreement with the experiment in all properties tested, whereas the four DFT functionals incorrectly predict that NQEs increase the melting temperature.”

“The paper provides a quantitative framework for selecting effective free energy estimation strategies in condensed-phase systems.”

“Hojabr integrates relational algebra, tensor algebra, and constraint-based reasoning within a single higher-order algebraic framework.”

“LLMs appear to compress the diversity of American climate opinions, predicting less-concerned groups as more concerned and vice versa. This compression is intersectional: LLMs apply uniform gender assumptions that match reality for White and Hispanic Americans but misrepresent Black Americans, where actual gender patterns differ.”

“The bias detector model assigns stronger internal evidence to false positives than to true positives, indicating a misalignment between attribution strength and prediction correctness and contributing to systematic over-flagging of neutral journalistic content.”

“The paper reports the discovery of five optical variables coincident with the localizations of 4FGL J0821.5-1436, 4FGL J1517.9-5233, 4FGL J1639.3-5146, 4FGL J1748.8-3915, and 4FGL J2056.4+3142.”

“The paper describes how to construct a spanning set of linearly-independent, automatically orthogonal colour tensors for scattering amplitudes involving coloured particles transforming under arbitrary representations of any gauge theory.”

“αs(MZ)=0.1183+0.0023−0.0020 at the 68% credibility level.”

“Fairness research remains largely academic, with limited industry collaboration and low to medium Technology Readiness Level (TRL), indicating that industrial transferability remains distant.”

“The evaluation protocol jointly measures average accuracy, average cost, and throughput, and builds a ranking score from the harmonic mean of normalized cost and accuracy to enable comparison across router configurations and cost budgets.”

“MATP surpasses prompting-based baselines by over 42 percentage points in reasoning step verification.”

“The paper synthesizes nine recurring challenge areas across the life cycle, such as requirements quality and traceability, variability management, and toolchain fragmentation.”

“In dense stellar fields, an increase in false positive identifications can be expected. For systems with large proper motion, there is a high probability of a false negative outcome.”

“The study focuses on the behaviour coverage analysis of a multi-agent system simulation designed for autonomous vehicle testing, and provides a systematic approach to measure and assess behaviour coverage within the simulation environment.”

“The paper reveals that existing IMDL models, while performing well in their original settings, exhibit systemic failures and significant performance degradation when evaluated under the designed protocols that simulate real-world generalization scenarios.”

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“The NPRG approach allows one, in principle, to take into account all nonlinearities present in the elastic theory, in contrast to the SCSA treatment which requires, already at the formal level, significant simplifications.”

“The paper systematically synthesizes interdisciplinary knowledge of memory, connecting insights from cognitive neuroscience with LLM-driven agents.”

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“Structural variants like DoRA, AdaLoRA, and MiSS consistently outperform LoRA.”

“LatentNN reduces attenuation bias across a range of signal-to-noise ratios where standard neural networks show large bias.”

“The paper provides new Nahm-sum-like expressions for the characters of Virasoro minimal models and other related rational conformal field theories.”

“Cogniscope enables systematic investigation of multimodal cognitive markers and offers the community a benchmark resource that complements real-world validation studies.”

“The generalized model preserves thermodynamic consistency by ensuring zero net energy transfer at equilibrium.”

“The paper defines five types of heterogeneity, proposes a 'heterogeneity distance' for quantification, and demonstrates a dynamic parameter sharing algorithm based on this methodology.”

“By systematically varying pulse parameters, we demonstrate that both chirp and pulse duration modulate vibrational coherence and alter branching between competing pathways, leading to controlled changes in quantum yield.”

“The study derives robust limits of $E_{ m QG,1} \ge 4.37 imes 10^{16}$~GeV for linear LIV and $E_{ m QG,2} \ge 3.02 imes 10^{8}$~GeV for quadratic LIV.”