“Running this at 5K RPS with sub-microsecond overhead now. The concurrency primitives in Go made this way easier than Python would've been.”

“Microsoft Foundry is designed with enterprise use in mind and emphasizes security, data handling, and region control.”

“By integrating OpenAI models, lightweight tool calling, and a simple internal runbook, […]”

“DeepSeek solved the instability by constraining the learnable matrices to be "Double Stochastic" (all elements ≧ 0, rows/cols sum to 1).”

“PAM supports a 300-frame history window while maintaining high inference speed (above 20Hz).”

“The method exhibits notable advantages in terms of computational efficiency and scalability, particularly in large-scale and time-constrained scenarios.”

“LLMRouter is an open source routing library from the U Lab at the University of Illinois Urbana Champaign that treats model selection as a first class system problem. It sits between applications and a pool of LLMs and chooses a model for each query based on task complexity, quality targets, and cost, all exposed through […]”

“Out-of-distribution prompts can manipulate the routing strategy such that all tokens are consistently routed to the same set of top-$k$ experts, which creates computational bottlenecks.”

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

“The paper identifies situations where Epidemic or Wave routing protocols are more advantageous, suggesting a nuanced understanding of their applicability.”

“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.”

“YOLO-Master achieves 42.4% AP with 1.62ms latency, outperforming YOLOv13-N by +0.8% mAP and 17.8% faster inference.”

“PEG-DRNet achieves an overall AP of 29.8%, an AP$_{50}$ of 84.3%, and a small-object AP of 25.3%, surpassing the RT-DETR-R18 baseline.”

“PGOT achieves consistent state-of-the-art performance across four standard benchmarks and excels in large-scale industrial tasks including airfoil and car designs.”

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

“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.”

“The core result is an 'advantage-based routing law' for attention scores and a 'responsibility-weighted update' for values, which together induce a positive feedback loop.”

“Transformers reproduce Bayesian posteriors with $10^{-3}$-$10^{-4}$ bit accuracy, while capacity-matched MLPs fail by orders of magnitude, establishing a clear architectural separation.”

“Pick and Spin achieves up to 21.6% higher success rates, 30% lower latency, and 33% lower GPU cost per query compared with static deployments of the same models.”

“By establishing a direct algebraic mapping between target scattering responses and the network's physical parameters, we transform the design process from iterative optimization into deterministic calculation.”

“MMCTOP achieves consistent improvements in precision, F1, and AUC over unimodal and multimodal baselines on benchmark datasets, and ablations show that schema-guided textualization and selective expert routing contribute materially to performance and stability.”

“The paper presents "experimentally validated performance models that can predict the inference performance under given block placement and request routing decisions."”

“We demonstrate that dynamic routing performs better than static averaging of schemes and achieves performance competitive with the MHA baseline while offering potential for conditional compute efficiency.”

“InstructMoLE utilizes a global routing signal, Instruction-Guided Routing (IGR), derived from the user's comprehensive instruction. This ensures that a single, coherently chosen expert council is applied uniformly across all input tokens, preserving the global semantics and structural integrity of the generation process.”

“The central finding validates the Interference Hypothesis: by leveraging quantum feature maps (Angle Embedding) and wave interference, the Quantum Router acts as a high-dimensional kernel method, enabling the modeling of complex, non-linear decision boundaries with superior parameter efficiency compared to its classical counterparts.”

“"It's as if the memory of the chat resets after the re-route."”

“SHRP achieves 93% of the original model accuracy while reducing parameters by 48 percent.”

“Resilient Packet Forwarding: A Reinforcement Learning Approach to Routing in Gaussian Interconnected Networks with Clustered Faults”

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“ARC leverages compositional representations for cross-problem learning on VRPs.”

“The article's core concept is 'smart nudging' for routing.”

“The context implies the focus is on utilizing solvers for optimization problems with constraints.”

“The research focuses on confidence-based routing, implying that the system decides when to escalate to an expert debate based on its own uncertainty.”

“The research focuses on a Distributed Hierarchical Spatio-Temporal Edge-Enhanced Graph Neural Network for City-Scale Dynamic Logistics Routing.”

“The article discusses the use of Neuro-Symbolic Generalization and Unbiased Adaptive Routing within medical AI.”

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“The study focuses on using reconstruction error for routing in modular language models.”

“The paper introduces a novel method called Mixture of Attention Schemes (MoAS) for dynamically routing between MHA, GQA, and MQA.”

“The article's context (ArXiv) suggests this is a peer-reviewed research paper detailing a new prompting method.”

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“The article likely delves into the mathematical modeling and analysis of networked control systems, potentially providing new insights into their robustness and performance.”

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“The paper focuses on adaptive information routing for multimodal time series forecasting.”

“The article's source is ArXiv, suggesting peer review is not yet complete.”

“The article's context revolves around the development of computationally efficient methods for driver behavior recognition.”

“The paper presents a method called RoBoN (Routed Online Best-of-n).”

“The paper focuses on Linear Expectation Constraints for False-Discovery Control.”

“The research focuses on efficient multi-modal code generation via adaptive expert routing.”

“The article's focus on privacy-aware routing and semantic sketch collaboration suggests a significant contribution to the field of privacy-preserving LLM inference.”