Background: an agent-based Physarum transport model (Jones, 2010) running in this page. Related: 2021 paper, 2026 dataset.
Threads
Papers, software, courses and talks per year, by topic. An item can count in more than one topic.
Selected papers
- 2026
- The Massive Multimodal Biomedical Understanding Challenge Challenge proposal
- 2026
- 2021
- SNT: a unifying toolbox for quantification of neuronal anatomy Nature Methods, 18(4)
- 2018
- Artificial Gene Regulatory Networks—A Review Artificial Life
- 2018
- Evolving Differentiable Gene Regulatory Networks PPSN 2018 EvoML Workshop
- 2016
Timeline
- 2026
Senior Staff AI/ML Research Scientist, Biohub
- The Massive Multimodal Biomedical Understanding Challenge Challenge proposal
- Lessons learned from a Kaggle challenge for particle picking in cryo-electron tomography Nat Methods
- A multimodal perturbation atlas defines the phenotypic resolution of cellular morphology bioRxiv
- copick: An open dataset interface and toolkit for collaborative annotation and analysis of cryo-electron tomography data Protein Sci
- A generative AI framework for disease-specific lung microtissue bioengineering bioRxiv
- 2025
- A realistic phantom dataset for benchmarking cryo-ET data annotation Nat Methods
- Advancing Particle Identification in Cryo-Electron Tomograms with Deep Learning Microscopy and Microanalysis (M&M 2025 abstract)
- Polarity-JaM: An image analysis toolbox for cell polarity, junction and morphology quantification Nat Commun
- 2024
- 2023
- napari-imagej: ImageJ Ecosystem Access from napari Nature Methods, 20(10), 1443-1444
- Single‐cell profiling and zebrafish avatars reveal LGALS1 as immunomodulating target in glioblastoma EMBO Molecular Medicine, 15(e18144)
- State of the Art for Machine Learning in Bioimage Analysis Microscopy and Microanalysis (M&M 2023 abstract)
- Machine learning-based ozone and PM2.5 forecasting: Application to multiple AQS sites in the Pacific Northwest Frontiers in Big Data, 6
- Image Informatics Microscope Image Processing
- 2022
- RS-FISH: precise, interactive, fast, and scalable FISH spot detection Nature Methods, 19(12)
- PyZebrascope: An Open-Source Platform for Brain-Wide Neural Activity Imaging in Zebrafish Frontiers in Cell and Developmental Biology, 10
- Can fractal dimensions objectivize gastropod shell morphometrics? A case study from Lake Lugu (SW China) Ecology and Evolution, 12(e8622)
- Development of a Machine Learning Approach for Local-Scale Ozone Forecasting: Application to Kennewick, WA Front. Big Data
- 2021
Senior Researcher, Oak Ridge National Laboratory
- Album: executable building blocks for scientific imaging routines, from sharing to LLM-assisted orchestration arXiv
- Complex population dynamics in a spatial microbial ecosystem with Physarum polycephalum Biosystems, 208, 104483
- SNT: a unifying toolbox for quantification of neuronal anatomy Nature Methods, 18(4)
- Review of The Digital Cell: Cell Biology as a Data Science. By Stephen J. Royle The Quarterly Review of Biology, 96(1), 58–59
- Active perception during angiogenesis: filopodia speed up Notch selection of tip cells in silico and in vivo Phil. Trans. R. Soc. B
- 2020
Group Leader, Image Data Analysis, Helmholtz Imaging Platform, Max Delbrueck Center for Molecular Medicine
- 2019
- scenery: Flexible Virtual Reality Visualization on the Java VM VIS 2019
- A large pool of actively cycling progenitors orchestrates self-renewal and injury repair of an ectodermal appendage Nature Cell Biology, 21(9)
- Escalation of Memory Length in Finite Populations Artificial Life
- Multi-sample SPIM image acquisition, processing and analysis of vascular growth in zebrafish Development, 146(dev173757)
- 2018
- Neuromodulated Learning in Deep Neural Networks arXiv
- Artificial Gene Regulatory Networks—A Review Artificial Life
- Acquisition and reconstruction of 4D surfaces of axolotl embryos with the flipping stage robotic microscope Biosystems, 173, 214–220
- Evolving Differentiable Gene Regulatory Networks PPSN 2018 EvoML Workshop
- FunImageJ: a Lisp framework for scientific image processing Bioinformatics, 34(5), 899-900
- 2017
- Dynamic Habitat Construction Through Evolving 3D Swarms ECAL 2017 Living Architectures
- Competitive Dynamics in Eco-evolutionary Genetically-regulated Swarms ECAL 2017
- 2016
Assistant Professor, Virtual Technology and Design, University of Idaho
- Asymmetric division coordinates collective cell migration in angiogenesis Nature Cell Biology, 18(12)
- Review of Wolfgang Banzhaf and Lidia Yamamoto: Artificial Chemistries, MIT Press, 2015 Genetic Programming and Evolvable Machines, 17(3), 317–319
- A circuit basis for morphogenesis Theoretical Computer Science, 633
- Configurable NOR gate arrays from Belousov-Zhabotinsky micro-droplets European Physical Journal Special Topics, 225(1)
- Temporal modulation of collective cell behavior controls vascular network topology eLife
- 2015
- Genetically-regulated Neuromodulation Facilitates Multi-Task Reinforcement Learning GECCO-2015
- Gene Regulatory Network Evolution Through Augmenting Topologies IEEE Transactions on Evolutionary Computation, 19(6)
- Functional Image Processing with ImageJ/FIJI BioImage Informatics 2015
- 2014
Postdoctoral Fellow, Bentley Group, Beth Israel Deaconess Medical Center, Harvard Medical School
- Can active perception generate bistability? Heterogeneous collective dynamics and vascular patterning ALIFE 14
- Feedback Control of Evolving Swarms ALIFE 14
- The Resilience of a Swarm Ecosystem Under Environmental Variation ALIFE 14
- Coevolution in Hide and Seek: Camouflage and Vision ALIFE 14
- Modelling nonlinear chemical oscillators with inhibitory coupling NEBEC 2014
- Eco-evolutionary dynamics of complex social strategies in microbial communities Communicative & Integrative Biology, 7(1)
- Escalation of Coevolutionary Arms Races PhD thesis, Brandeis University
- 2013
- 2012
- Computational Neuroecology of Communicated Somatic Markers Alife 2012
- Tag-Based Modularity in Tree-Based Genetic Programming GECCO-2012
- Autoconstructive Evolution for Structural Problems GECCO-2012 Companion
- The Effects of Finite Populations and Selection on the Emergence of Signaling ALIFE 13
- The Effects of Tags on the Evolution of Honest Signaling GECCO-2012 Companion
- 2011
- Communicated Somatic Markers Benefit Both the Individual and the Species IJCNN-2011
- Tag-Based Modules in Genetic Programming GECCO-2011
- Fecundity and selectivity in evolutionary computation GECCO '11 Companion
- What’s in an Evolved Name? The Evolution of Modularity via Tag-Based Reference GPTP IX
- Imaging analysis of clock neurons reveals light buffers the wake-promoting effect of dopamine Nature Neuroscience, 14(7), 889–895
- Computational Emotions Encourage Collective Behavior in Population Dynamics ICCS 2011
- Compositional Autoconstructive Dynamics ICCS 2011
- 2010
- En Route to Signal Inversion in Chemical Computing ALIFE XII
- Robot phylogenetics GECCO '10 Companion
- Conspecific Emotional Cooperation Biases Population Dynamics: A Cellular Automata Approach International Journal of Natural Computing Research, 1(3), 51–65
- 2009
- 2008
Graduate Research and Teaching Assistant, DEMO Lab, Computer Science, Brandeis University
- Emotions for Strategic Real-Time Systems AAAI Spring Symposium
- 2007
Instructor of Computer Science, Hampshire College
- Adaptive Multi-modal Sensors 50 Years of AI
- Predicting reactions from amino acid sequences in S. cerevisiae: an evolutionary computation approach GECCO '07 Companion
- Predicting reactions from amino acid sequences in S. cerevisiae: an evolutionary computation approach Undergraduate thesis, Hampshire College
- 2005
Recent talks
- 2025 Understanding Cellular Architecture with Interactive Machine Learning (invited) volumeEM Gordon Research Conference
- 2025 Lessons learned from the Kaggle challenge (invited panel) CZII CryoET Object Identification Workshop
- 2024 napari tutorial DL@MBL 2024
- 2024 Top Five Artificial Life Papers of All Time Last Monkey Standing chat
- 2023 napari workshop Halfway to I2K 2023
- 2023 State of the Art in Machine Learning for Bioimage Analysis (invited) Microscopy and Microanalysis 2023, Minneapolis
- 2023 napari workshop Microscopy and Microanalysis 2023, Minneapolis
- 2023 What's next for napari? napari Plugin Foundations Grant Showcase, CZI (virtual)