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“The tracking of multiple, unknown targets is formulated as a harmonic extension problem on a cellular sheaf, accommodating nonlinear dynamics and external disturbances for all agents.”

“friends.test identifies specificity by detecting structural breaks in entity interactions.”

“The proposed delay compensation strategy achieves a reduction of over 200,000 infected individuals at the peak.”

“The paper proposes a multi-modal cross-domain mixed fusion model with dual disentanglement for fault diagnosis.”

“HeteroHBA consistently achieves higher attack success than prior backdoor baselines with comparable or smaller impact on clean accuracy.”

“The paper demonstrates "parallel and independent control of 49-channel with negligible crosstalk and high uniformity."”

“SynRAG generates significantly better queries for crossSIEM threat detection and incident investigation compared to the state-of-the-art base models.”

“Unifico reduces binary size overhead from ~200% to ~10%, whilst eliminating the stack transformation overhead during ISA migration.”

“The proposed approach estimates study-specific sampling weights using auxiliary information and calibrates the estimating equations to obtain the full set of model parameters.”

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

“CRMS reduces latency by over 14% and improves energy efficiency compared with heuristic and search-based baselines.”

“The paper proposes an improved aggregation module that integrates a Mixture-of-Experts (MoE) routing into the feature aggregation process.”

“The paper proposes I-PERI, a novel federated algorithm that first recovers the CPDAG of the union of client graphs and then orients additional edges by exploiting structural differences induced by interventions across clients.”

“MIRAGE-VC achieves +5.0% F1 and +16.6% PrecisionAt5, and sheds light on other off-graph prediction tasks such as recommendation and risk assessment.”

“DCK consistently outperforms conventional approaches in predictive accuracy and uncertainty quantification.”

“The proposed method partitions the data according to the estimated propensity score and applies Patchwork Kriging to enforce continuity of HTE estimates across adjacent regions.”

“The granularity penalty follows a multiplicative power law with an extremely small exponent.”

“Ensembles of heterogeneous model families achieve better performance scaling than those formed within a single model family, indicating that model diversity is a primary driver of collaboration gains.”

“For sufficiently large productivity gaps, the complete network becomes unstable, whereas the Positive Assortative (PA) network -- where firms cluster by productivity levels -- emerges as stable.”

“The paper introduces the Heterogeneous Collaborative Multi-Expert Reinforcement Learning (CME-CAD) paradigm, a novel training paradigm for CAD code generation.”

“KernelEvolve reduces development time from weeks to hours and achieves substantial performance improvements over PyTorch baselines.”

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

“The paper demonstrates that the target density (rho) of parameters can be achieved in FL, under data and client participation heterogeneity, with minimal loss in statistical performance.”

“GLiSE is a prompt-driven tool that turns a research topic prompt into platform-specific queries, gathers results from common software-engineering web sources (GitHub, Stack Overflow) and Google Search, and uses embedding-based semantic classifiers to filter and rank results according to their relevance.”

“The paper concludes by outlining a research direction that integrates machine learning with kernel extensibility mechanisms to enable adaptive, cross-layer buffer management for heterogeneous memory hierarchies in modern database systems.”

“MQNS supports runtime-configurable purification, swapping, memory management, and routing, within a unified qubit lifecycle and integrated link-architecture models.”

“Argus features a Length-Aware Semantics (LAS) module, which predicts output token lengths for incoming prompts...enabling precise estimation.”

“A simple dynamic Graph Neural Network (GNN) is representative enough to outperform LLMs in debugging tabular log.”

“The FMTC framework significantly outperforms various baseline and state-of-the-art federated clustering algorithms.”

“OrchANN outperforms four baselines including DiskANN, Starling, SPANN, and PipeANN in both QPS and latency while reducing SSD accesses. Furthermore, OrchANN delivers up to 17.2x higher QPS and 25.0x lower latency than competing systems without sacrificing accuracy.”

“Chromatin viscoelasticity is an organized, epigenetically coupled property of the 3D genome.”

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

“Sensitivity-oriented modeling achieves recall exceeding 80% for the majority of disorder categories.”

“RollArc effectively improves training throughput and achieves 1.35-2.05x end-to-end training time reduction compared to monolithic and synchronous baselines.”

“The proposed framework maintains robust detection performance under concept drift.”

“LD-DIM achieves consistently improved numerical stability and reconstruction accuracy of both parameter fields and corresponding PDE solutions compared with physics-informed neural networks (PINNs) and physics-embedded variational autoencoder (VAE) baselines, while maintaining sharp discontinuities and reducing sensitivity to initialization.”

“Results demonstrate deterministic, PID-based motor control through rigorous memory and task management, and enhanced system reliability via AWS IoT monitoring and a firmware-level motor shutdown failsafe.”

“The paper introduces a general active nonparametric testing procedure that combines an adaptive source-selecting strategy within the testing-by-betting framework.”

“TDLP learns association directly from data without handcrafted rules, while remaining modular and computationally efficient compared to end-to-end trackers.”

“Heterogeneous fragmentation of empty sites in moderately degraded habitats can function as a potent cooperation-promoting mechanism even in the presence of initially more favorable strategies.”

“FedAuto mitigates the combined effects of connection failures and data heterogeneity via adaptive aggregation.”

“The paper proposes a distributed inference framework for data integration in the presence of both distribution heterogeneity and data structural heterogeneity.”

“The EfficientNet-B0 + DenseNet121 (Eff+Den) fusion model achieves the best overall mean performance (accuracy: 82.89%) with balanced class-wise F1-scores.”

“Like using GPU to use your robot!”

“The paper proposes a novel framework of targeted learning via subpopulation matching, which decomposes both within- and between-study heterogeneity.”

“LIME achieves 1.7x and 3.7x speedups over state-of-the-art baselines under sporadic and bursty request patterns respectively, without compromising model accuracy.”

“PERELMAN has the potential to reduce the time required to prepare meta-analyses from months to minutes.”

“The architecture uses a consortium of heterogeneous LLM and VLM agents to generate candidate outputs, a dedicated reasoning agent for consolidation, and explicit cross-model comparison for explainability.”