Excited to see our work in AJHG! Thank you to our amazing co-authors, UCLA Institute for Precision Health, UCLA CTSI, and our collaborators for the support with this work. Above all, we are grateful to the patients and ATLAS biobank participants at @UCLAHealth.
Interpretability has not kept up with scaling LLMs at all, especially for *knowledge*. But here's a wild idea:
using cross-lingual knowledge inconsistency (typically seen as a "bug") as a tool for dissecting where knowledge lives
đź§µ1/4 arxiv.org/abs/2603.17102@GoogleResearch
New preprint! We mapped thalamocortical dynamics in human focal epilepsy using SEEG. We found distinct spectral and connectivity based signature that could be direct targets for neurostimulation.
With @UCLAMCH and @uclamiimedrxiv.org/content/10.64898…
"An hour of planning can save you 10 hours of doing."
✨📝 Planned Diffusion 📝 ✨ makes a plan before parallel dLLM generation.
Planned Diffusion runs 1.2-1.8× faster than autoregressive and an order of magnitude faster than diffusion, while staying within 0.9–5% AR quality.
Excited to visit Boston for #ASHG25. I’ll be presenting our work on the effects of recruitment bias in biobank studies on Friday (10/17) @ board 1126 — please drop by and say hi!
Would love to connect/discuss projects w/ folks interested in EHR-based phenotyping methods for genetic studies, psychiatric genetics, and perinatal health!
#ASHG25
🔦Adaptive Parallel Decoding (APD) has been accepted as a spotlight paper at @NeurIPSConf ! I thank my collaborators, reviewers, and program organizers for this honor.
A thread for those interested đź§µ (1/n)
Our work on genetic variants that affect RNA stability is out in @NatureGenet! We present the RNAtracker computational pipeline, which can distinguish between transcriptionally- vs. stability-mediated regulation of gene abundance. bit.ly/42aihk2 (1/n)
“That’s one small [MASK] for [MASK], a giant [MASK] for mankind.” – [MASK] Armstrong
Can autoregressive models predict the next [MASK]? It turns out yes, and quite easily…
Introducing MARIA (Masked and Autoregressive Infilling Architecture)
arxiv.org/abs/2502.06901
Does ambient RNA/DNA confound the genotype-based demultiplex of 10x Multi-ome data? Terence Li @terencewtli, a bioinfo grad student in Noah Zaitlen lab and my lab investigated precisely this question and provided practical recommendations.
Online Now: Single-cell stimulus-response gene expression trajectories reveal the stimulus specificities of dynamic responses by single macrophages dlvr.it/TFMykR
Excited to share that our paper: "Uncovering spatiotemporal dynamics of the corticothalamic network at ictal onset" is out in Epilepsia!
with Hiroki Nariai, Atsuro Daida, Shingo Oana, @BillSpeier, @uclachildneuro, et. al
bit.ly/3walCTu
(1/4)
My first first author paper is now online with @BiologicalPsyc1! We compared two sets of MDD symptoms and found that current symptoms collected by PHQ9 are meaningfully different from lifetime symptoms collected through CIDI-SF. (1/n)