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Hongpeng Zhou

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Review Open access Jul 2026

Foundation models in omics research: a comprehensive survey

This review systematically analyzes the emerging landscape of FMs in omics research, spanning sequence modeling, cell state characterization, and multimodal integration, and proposes a roadmap for the next generation of FMs, advocating for architectures that move beyond statistical correlation to incorporate causal reasoning, temporal dynamics, and autonomous experimental validation.

Haozhe Liu, Wenhao Cai, Yizheng Sun et al. · 0 citations
Preprint Aug 2026

TrajWiki: Source-Grounded Memory Trajectories for Long-Horizon Dialogue Agents

TrajWiki is proposed, a trajectory-based memory framework for long-horizon conversational agents that improves long-horizon dialogue performance across both open-source and closed-source LLM backbones, while providing greater interpretability and diagnostic visibility into memory evolution, retrieval failures, and answer generation.

Jingyu Sun, Yuyang Xue, Mingyang Li et al. · 0 citations