Author

Muhammad Ahmed Mohsin

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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

Preprint Aug 2026

Refining Over Resampling: Test-Time Self-Correction for LLM Reasoning

Results show that test-time compute can be more effective when used to refine sampled trajectories rather than only to sample more candidates or rely on verifier-guided selection.

Ahsan Bilal, Muhammad Ahmed Mohsin, Muhammad Umer et al. · 0 citations