3 papers
q-bio.QM2026
DMT-Dens: Density-preserving manifold visualization for biological data
Ruizhe Wang, Yixuan Dong, Bolin Yang +3
Motivation: Low-dimensional embeddings are widely used to explore cell-state heterogeneity in single-cell and other high-dimensional biological data. Although many methods preserve…
cs.LG2026
CellScientist: From Execution Feedback to Auditable Model-Revision Trajectories for Cellular Perturbation Prediction
Mengran Li, Bo Li, Jiaying Wang +13
Cellular perturbation-response modeling requires coordinated choices of representations, fusion mechanisms, objectives, and training procedures. Large language models (LLMs) can pr…
eess.SY2025
The Dawn of Agentic EDA: A Survey of Autonomous Digital Chip Design
Zelin Zang, Yuhang Song, Aili Wang +6
The semiconductor industry faces a critical "Productivity Gap" where design complexity outpaces human capacity. While the "AI for EDA" revolution (L2) successfully optimized specif…