Author

Bin Liu

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Jul 2026

AGTformer: Synergistic global transformer and adaptive graph gating for Accurate scRNA-seq clustering.

Single-cell RNA sequencing (scRNA-seq) enables transcriptomic profiling at single-cell resolution, but accurate identification of cell subpopulations remains challenging because of the high dimensionality, sparsity, and dropout effects of scRNA-seq data. Existing deep learning-based clustering methods have shown promis...

Yuanyuan Dang, Wenqiang Liu, Hao Li et al. · Computational biology and ch... · 0 citations

Preprint Aug 2026

Is Next-Chunk Reasoning RL Really Better than SFT? Revisiting Training Strategies under no-CoT Data

Mixed SFT, a single supervised fine-tuning stage that jointly trains on no-CoT and long-CoT data, achieves a clearly higher post-RLVR performance ceiling than next-chunk reasoning RL while requiring over 60 times less training compute.

Yin-Hao Tang, You-Qing Fang, Ya-Nan Sun et al. · 1 citation

Conference Open access Jul 2026

SciExplore: Evaluating Autonomous Agents from Scientific Navigation to Information Integration

SciExplore is introduced, a benchmark designed to evaluate scientific information-seeking and reasoning capabilities of LLMs and agents, revealing substantial performance gaps with performance degrading sharply as task complexity increases and extremely low accuracy on the most challenging structured synthesis tasks.

Yinhao Tang, Youqing Fang, Yanan Sun et al. · Annual Meeting of the Associ... · 1 citation