• Nava, A. (AM) – Machine-Learning Methods for Prediction of Biological Systems

    Engineering 2 Engineering 2 1156 High Street, Santa Cruz, CA
    Hybrid Event

    Advances in microscopy have enabled the collection of high-quality single-cell datasets, providing new opportunities to identify the mechanisms underlying complex biological processes. In this work, we develop machine-learning frameworks using single-cell temporal data with the goal of predicting and providing insights into these mechanisms. We produce frameworks for two biological systems, bacterial spore germination, the […]

  • Huang, X. (CSE) – Scalable and Verifiable Reasoning for Medical Foundation Models

    Virtual Event

    This PhD research focuses on developing reliable medical foundation models capable of reasoning across textual, visual, and interactive clinical information. The work investigates three complementary directions: improving medical reasoning through test-time scaling, training multimodal medical models with verifiable rewards, and synthesizing high-quality visual question-answering data from biomedical literature using generator-verifier frameworks. Building on these efforts, […]

  • Pawar, M. (CSE) – Understanding Representations, Reasoning, and Decision-Making in Autonomous Driving Models

    Virtual Event

    Modern autonomous-driving models increasingly rely on learned representations and generated reasoning to interpret complex scenes and produce predictions or actions. However, it remains unclear what information these models encode, how that information is exposed through common interpretation methods, and whether their stated reasoning meaningfully influences their behavior. This research investigates these questions across motion-forecasting and […]

  • Gomez, J. (CSE) – Toward Sustainable and Secure Open Source Software: Discovery, Measurement, and Defense

    Engineering 2 Engineering 2 1156 High Street, Santa Cruz, CA
    Hybrid Event

    In March 2024, a backdoor was discovered in xz Utils, a widely used open source data compression library present in nearly every major Linux distribution. The attack was discovered days before merging into major distributions, and if this had happened, it would have allowed attackers to execute arbitrary code on millions of systems worldwide via […]

  • Kramer, A. (BMEB) – Scalable phylo-pangenomics

    Biomedical Sciences Building 575 McLaughlin Drive
    Hybrid Event

    The COVID-19 pandemic generated genomic data at unprecedented scale, with tens of millions of SARS-CoV-2 genomes deposited in public repositories and thousands of new sequences added each day. This dissertation develops methods for analyzing genomic datasets at this scale, unified by the idea that encoding genomes according to their evolutionary relationships can make otherwise intractable […]

  • Saleem, O. (ECE) – Coupled Evacuation Readiness and Post-Disaster Restoration for Vehicle-to-Grid Enabled Resilient Power–Transportation Networks

    Engineering 2 Engineering 2 1156 High Street, Santa Cruz, CA
    Hybrid Event

    The accelerating adoption of zero-emission vehicles (ZEVs) in California is reshaping both the transportation and electrical grids at the moment as climate-driven disasters are intensifying in frequency and severity. This dual transition exposes a critical structural gap: existing resilience research treats pre-disaster evacuation readiness and post-disaster grid restoration as separate problems, even though both are […]

  • Nag, S. (BMEB) – Personalized Diploid Genome Graphs for Accurate Somatic Variant Discovery

    Engineering 2 Engineering 2 1156 High Street, Santa Cruz, CA
    Hybrid Event

    Many somatic variant-calling pipelines begin by aligning tumor and matched-normal sequencing reads to a single linear reference genome, such as GRCh38. Because every individual differs substantially from this reference, this approach can introduce reference bias, causing reads to map incorrectly or not at all and potentially leading to missed somatic variants or germline variants being […]

  • Shen, J. (STAT) – Bayesian Modeling and Uncertainty Quantification for Verbal Autopsy Data

    Virtual Event

    Verbal autopsy (VA) is a well developed tool to collect information describing deaths outside of hospitals by conducting surveys to the relatives and caregivers of the deceased person. It is routinely-implemented in low and middle income countries, where it often lacks sufficient resources to conduct the autopsy. The main task is to estimate both individual […]

  • Tornoe, S. (ECE) – Improving the UV optical response and suppressing surface plasmon resonance in aluminum and silver base telescope mirrors

    2300 Delaware Avenue 2300 Delaware Ave, Santa Cruz, CA
    Hybrid Event

    Aluminum and silver are excellent metal-bases for astronomical telescopes designed for broadband spectral measurements. In particular silver excels in the violet to infrared spectral range range with over 95% reflectance. In turn aluminum excels deep ultra-violet to infrared with over 90% reflectance across the bulk of its spectral range. In astronomical telescope optics, each percent […]

  • Headrick, C. (BMEB) – The Regulation of mRNA Cleavage in Nonsense-mediated mRNA Decay: From Inside (intra-pathway determinants) Out (extra-pathway regulation)

    Biomedical Sciences Building 575 McLaughlin Drive

    Nonsense-mediated mRNA decay (NMD) is a translation-coupled quality control pathway that degrades mRNAs that harbor a premature termination codon (PTC) and 5-30% of normal cellular mRNAs. The NMD field sits at a pivotal moment with recent developments that endonucleolytic cleavage is the primary mechanism of mRNA decay conserved across metazoans. Discovery of a conserved NMD […]

  • Mastoras, M. (BMEB) – Polishing genome assemblies and leveraging their improved quality to study centromere variation

    Physical Sciences Building Physical Sciences Building, Santa Cruz, CA
    Hybrid Event

    A complete and accurate genome reconstruction serves as the foundation for studying an organism’s biology and the mechanisms underlying disease. It is particularly critical for reference genomes, which provide a universal coordinate system for downstream genomic analysis. Errors or missing sequences in a reference genome create bias in all of the studies built on top […]

  • Malekos, E. (BMEB) – CRISPR screens of noncanonical ORFs uncover retroviral-derived immune regulators

    Biomedical Sciences Biomedical Sciences Building Red Hill Road, Santa Cruz, CA

    Ribosome profiling has revealed thousands of noncanonical translation events across mammalian genomes, yet functional characterization has overwhelmingly focused on proliferative fitness in cancer cell lines. Here, we present a comprehensive survey of noncanonical translation in the mouse immune system and its functional consequences in macrophages. By performing a unified Ribo-seq meta-analysis across 20 public mouse […]