Automated prediction markets require sponsors to prefund liquidity before observing order flow, creating a financing challenge at launch. We study whether nonnegative charges conditioned on observable payoff direction can improve recovery of this prefunded capital while limiting their effect on informed participation....
Yan-Kai Chen, Bowei He, Zhuo-Han Xie et al.· 1 citation
SpanPM is introduced, a prediction-market mechanism that sets the local-curvature multiplier from each trade's realized payoff spread and preserves 96--97% of the trader surplus achieved with exact Bregman fees while cutting excess fees by 94\% relative to the global quadratic mechanism.
Yan-Kai Chen, Rassul Magauin, Bowei He et al.· 1 citation
The CreaMem architecture is proposed, which enables scene-aware memory organization by partitioning memory into several Life Scene Memories to reduce cross-scene interference at retrieval and improve QA accuracy across all evaluation metrics.
Qi-Xuan Sun, Yue Que, Bowei He et al.· 0 citations
Web agents need to navigate visually rich, long-horizon interfaces that change across sites, yet most previous agents still learn each task in isolation and discard the procedural knowledge they accumulate. Recent skill-augmented frameworks take an important first step, but they treat the skill library as a flat or two...
Bowei He, Xiao-Kun Zhang, Meng-Jie Ding et al.· 1 citation
AdaMTP is proposed, an adaptive training paradigm that dynamically aligns the prediction horizon with the intrinsic predictability of the sequence, and consistently outperforms standard MTP in both task performance and inference speedup.
Ziqiang Cui, Han Shi, Bowei He et al.· 0 citations
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