Image captioning is an important task, applicable to virtual assistants, editing tools, image
indexing, and support of the disabled. In recent years significant progress has been made in …

We describe an automated method for image colorization that learns to colorize from examples.
Our method exploits a LEARCH framework to train a quadratic objective function in the …

Cancer genomes often harbor hundreds of somatic DNA rearrangement junctions, many of
which cannot be easily classified into simple (eg, deletion) or complex (eg, chromothripsis) …

Colorization is an ambiguous problem, with multiple viable colorizations for a single grey-level
image. However, previous methods only produce the single most probable colorization. …

High-order three-dimensional (3D) interactions between more than two genomic loci are
common in human chromatin, but their role in gene regulation is unclear. Previous high-order …

Image captioning is an ambiguous problem, with many suitable captions for an image. To
address ambiguity, beam search is the de facto method for sampling multiple captions. …

Short-read sequencing is the workhorse of cancer genomics yet is thought to miss many
structural variants (SVs), particularly large chromosomal alterations. To characterize missing …

There is evidence that certain club cells (CCs) in the murine airways associated with
neuroepithelial bodies (NEBs) and terminal bronchioles are resistant to the xenobiotic naphthalene …

Quality control is an essential process in manufacturing to make the product defect-free as
well as to meet customer needs. The automation of this process is important to maintain high …

Immune checkpoint blockade (ICB) has transformed the treatment of metastatic cancer but
is hindered by variable response rates. A key unmet need is the identification of biomarkers …