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Guanghui Qin

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#artificial intelligence Preprint Oct 2026

Recursive Reward Improvement via Adversarial Meta-Prompt Evolution

Recursive Self-Improvement (RSI) has gained wide attention for its ability to work with limited data. In a proposer-solver loop, a proposer model writes training tasks and a solver model learns to solve them through reinforcement learning. Such loops have succeeded in mathematics and coding, where every answer can be c...

Wei Dai, Qian-Chu Liu, Guang-Hui Qin et al. · 1 citation
Jul 2026

GigaPath-Flash and GigaTIME-Flash: Efficient Pathology Foundation Models for Whole-Slide and Tumor Microenvironment Analysis

GigaPath-Flash and GigaTIME-Flash, efficient models for whole-slide pathology AI and spatial proteomics prediction, are introduced and all models and weights are released, providing accessible building blocks for computational pathology, immuno-oncology, and precision health.

N. Usuyama, Jeya Maria Jose Valanarasu, Si-Cong Yao et al. · 0 citations

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