Author

Yunqi Hong

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Open access Jul 2026

Synthesizing Mechanistic Hypotheses from Single-Cell Omics via Discretized Feature Attribution and Empirical Language Model Grounding

An analytical pipeline employing decision trees to discretize continuous neural network attributions into explicit regulatory thresholds is introduced, establishing an auditable methodology to extract robust experimental hypotheses from high-dimensional single-cell data.

J. Chen, Yunqi Hong, Alexandra Bermudez et al. · bioRxiv · 0 citations

#natural language process... Preprint Aug 2026

Sequential Trajectories and Simultaneous Blending: Multi-Emotion Modeling for Instruction-Following TTS

HybridEmo is introduced, a post-training framework that initializes both multi-emotion TTS tasks with SFT and then aligns the speech-token policy through Group Relative Policy Optimization using a sample-aware hybrid reward.

Yan Zhou, Yun-Qi Hong, Yang Feng · 2 citations

Jun 2026

Arena-T2I Hard: Benchmarking and Improving Faithfulness with Dependency-Aware Checklist

Faithfulness -- how precisely a generated image aligns with its prompt -- is increasingly central to the real-world utility of text-to-image (T2I) models. Existing faithfulness benchmarks, however, rely on simple atomic instructions, on which top-tier systems already achieve near-perfect scores. As T2I models enter cre...

Yuanhao Ban, Tong Xie, Sohyun An et al. · arXiv.org · 0 citations