Author

Shivam Patel

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Review Aug 2026

MatrAIx: Simulating the World with 8.3 Billion Persona Agents

MatrAIx is introduced, a population-scale simulated-user evaluation infrastructure for testing AI systems and digital products with heterogeneous users and provides an end-to-end infrastructure for evaluating AI systems and digital products with diverse simulated human users.

Xiaomin Li, Yuexing Hao, Jian Hou et al. · 1 citation

May 2026

Beyond Accuracy and Cost: Latency-Aware LLM Query Routing for Dynamic Workloads

A lightweight latency estimator is designed that simulates autoregressive token batch processing in the serving framework and estimates the time-to-first-token (TTFT) of queries and is incorporated into a latency-aware router that jointly optimizes latency, accuracy, and cost when assigning queries to model instances.

Shivam Patel, Akaash R. Parthasarathy, Ankur Mallick et al. · arXiv.org · 0 citations