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Yu-Zhao Peng

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Preprint Oct 2026

Quant-Arena: Benchmarking LLM Agents for Quantitative Trading Research

Quantitative research is an iterative loop: a researcher proposes a market hypothesis, implements it as an executable signal, tests it on historical data, and decides what to keep. Existing benchmarks score formulas, code, or individual trading decisions, leaving open whether large language models (LLMs) can complete t...

Hou-De Qian, Zheng Jiang, Wen-Yi Li et al. · 0 citations
Preprint Oct 2026

World Models'Last Exam in Physics

Video world models can produce visually convincing yet physically inconsistent sequences, raising concerns about their reliability for prediction and planning in embodied AI systems. Existing evaluations often rely on model-based judgments or reference videos, while direct physical tests largely focus on mechanics. We...

Ming-Ju Gao, Qing-Le Liu, Yu-Zhao Peng et al. · 1 citation

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