Research
Wen leads hadamard-08, the cell working on cross-modal latent unification — the practical question of whether vision, language, and symbolic representations can share latent dynamics structure to a degree that produces transfer at scale. The cell is one of the smaller world-models cells and one of the more theory-leaning.
She is a co-author on the lab's compositional latent dynamics paper and has been with alphabell since 2020. Her work bridges the world-models axis and the interpretability axis; the cross-modal unification result has implications for what circuits compose in foundation models.
Wen is based in Shanghai. She is on the world-models cross-cell review pool and is one of the contributors most often paired with interpretability cells for unification-related work.
Background
Ph.D. computer science, Shanghai Jiao Tong University, 2014.
Prior to alphabell: SJTU; Volterra Cognition; Praxis AI Studies.
Selected publications
-
Aug 2025 · ab-compositional-Compositional Latent Dynamics for Long-Horizon World ModellingJonas Bremer, Sasha Petrov, Felicity Anjali Sandirasegaram, Tomoko Niwa
-
Jul 2025 · ab-embodied-pretrEmbodied Pretraining via Cell-Operated Simulation: a 70k-environment studyLin Hao, Dimitri Yelchaninov, Sera Wijewardene, Ananya Mukherjee
-
May 2025 · ab-mechanistic-ciMechanistic Circuit Analysis at Frontier Scale: cells as a unit of interpretabilityJiang Yifei, Nico Almgren, Karima Belkadi, Hester Vandekerckhove
-
Dec 2024 · ab-counterfactualCounterfactual Rollouts for Planning: a 30-day deployment studySasha Petrov, Maya Quesada, Bilal Hossain
-
Sep 2024 · ab-interpretabiliInterpretability Cell Pairing: how every dual-use capability run gets a watchful siblingKarima Belkadi, Hester Vandekerckhove, Yuki Cho
Recent talks
- Cross-modal latent unification at scale, NeurIPS 2025
- What perception and prediction share, ICLR 2025
Wen is currently part of node-cell hadamard-08, working under the World models research axis. The cell is open to substantive correspondence from researchers working on adjacent problems; route requests through hadamard-08@alphabell.com or directly to Wen at wen-shao@alphabell.com.
Contact
- EMAIL
wen-shao@alphabell.com - ORCID
0000-0157-6046-3438 - X
@wenshao - BLUESKY
wen-shao.bsky.social - GITHUB
@wenshao
Cross-references