Natural images occupy a small subset of the high-dimensional manifold of possible images, and are therefore characterized by certain statistical properties. The image shown here is a synthetic "dead-leaves" image, which preserves many of the statistical structures common to natural images. Artificial neural networks were trained to recognize surfaces within these images under illumination that vary in space and time, with the result that the trained networks exhibited responses commensurate with human lightness illusions (see Corney and Lotto, e180).
Image Credit: Image by David Corney and R. Beau Lotto (http://www.lottolab.org)
Editorial
Celebrating a body of work
PLOS Computational Biology: published September 26, 2024 | https://doi.org/10.1371/journal.pcbi.1012441
Education Articles
Ten simple rules for scientific code review
PLOS Computational Biology: published September 5, 2024 | https://doi.org/10.1371/journal.pcbi.1012375
Ten simple rules for training scientists to make better software
PLOS Computational Biology: published September 12, 2024 | https://doi.org/10.1371/journal.pcbi.1012410
Design and implementation of an asynchronous online course-based undergraduate research experience (CURE) in computational genomics
PLOS Computational Biology: published September 12, 2024 | https://doi.org/10.1371/journal.pcbi.1012384
Ten simple rules for successfully carrying out funded research projects
PLOS Computational Biology: published September 19, 2024 | https://doi.org/10.1371/journal.pcbi.1012431
Ten quick tips for ensuring machine learning model validity
PLOS Computational Biology: published September 19, 2024 | https://doi.org/10.1371/journal.pcbi.1012402
Review
Hyperdimensional computing: A fast, robust, and interpretable paradigm for biological data
PLOS Computational Biology: published September 24, 2024 | https://doi.org/10.1371/journal.pcbi.1012426
Research Articles
Learning to integrate parts for whole through correlated neural variability
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1012401
Maintenance of delay-period activity in working memory task is modulated by local network structure
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1012415
Selective consistency of recurrent neural networks induced by plasticity as a mechanism of unsupervised perceptual learning
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1012378
Energy landscapes of peptide-MHC binding
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1012380
Applying Super-Resolution and Tomography Concepts to Identify Receptive Field Subunits in the Retina
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1012370
Overcoming CRISPR-Cas9 off-target prediction hurdles: A novel approach with ESB rebalancing strategy and CRISPR-MCA model
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1012340
Finding the rhythm: Humans exploit nonlinear intrinsic dynamics of compliant systems in periodic interaction tasks
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1011478
Moderate confirmation bias enhances decision-making in groups of reinforcement-learning agents
PLOS Computational Biology: published September 4, 2024 | https://doi.org/10.1371/journal.pcbi.1012404
Springs vs. motors: Ideal assistance in the lower limbs during walking at different speeds
PLOS Computational Biology: published September 4, 2024 | https://doi.org/10.1371/journal.pcbi.1011837
HyperTraPS-CT: Inference and prediction for accumulation pathways with flexible data and model structures
PLOS Computational Biology: published September 4, 2024 | https://doi.org/10.1371/journal.pcbi.1012393
pyPAGE: A framework for Addressing biases in gene-set enrichment analysis—A case study on Alzheimer’s disease
PLOS Computational Biology: published September 5, 2024 | https://doi.org/10.1371/journal.pcbi.1012346
Unveiling inter-embryo variability in spindle length over time: Towards quantitative phenotype analysis
PLOS Computational Biology: published September 5, 2024 | https://doi.org/10.1371/journal.pcbi.1012330
Surveillance strategies for the detection of new pathogen variants across epidemiological contexts
PLOS Computational Biology: published September 5, 2024 | https://doi.org/10.1371/journal.pcbi.1012416
Information dynamics of in silico EEG Brain Waves: Insights into oscillations and functions
PLOS Computational Biology: published September 5, 2024 | https://doi.org/10.1371/journal.pcbi.1012369
A Physics-Informed Neural Network approach for compartmental epidemiological models
PLOS Computational Biology: published September 5, 2024 | https://doi.org/10.1371/journal.pcbi.1012387
MVST: Identifying spatial domains of spatial transcriptomes from multiple views using multi-view graph convolutional networks
PLOS Computational Biology: published September 5, 2024 | https://doi.org/10.1371/journal.pcbi.1012409
Fitness models provide accurate short-term forecasts of SARS-CoV-2 variant frequency
PLOS Computational Biology: published September 6, 2024 | https://doi.org/10.1371/journal.pcbi.1012443
Cracking the neural code for word recognition in convolutional neural networks
PLOS Computational Biology: published September 6, 2024 | https://doi.org/10.1371/journal.pcbi.1012430
Backtracking: Improved methods for identifying the source of a deliberate release of Bacillus anthracis from the temporal and spatial distribution of cases
PLOS Computational Biology: published September 6, 2024 | https://doi.org/10.1371/journal.pcbi.1010817
Mutant fate in spatially structured populations on graphs: Connecting models to experiments
PLOS Computational Biology: published September 6, 2024 | https://doi.org/10.1371/journal.pcbi.1012424
A comparison of EEG encoding models using audiovisual stimuli and their unimodal counterparts
PLOS Computational Biology: published September 9, 2024 | https://doi.org/10.1371/journal.pcbi.1012433
Deep autoencoder-based behavioral pattern recognition outperforms standard statistical methods in high-dimensional zebrafish studies
PLOS Computational Biology: published September 10, 2024 | https://doi.org/10.1371/journal.pcbi.1012423
The primacy model and the structure of olfactory space
PLOS Computational Biology: published September 10, 2024 | https://doi.org/10.1371/journal.pcbi.1012379
Understanding the transmission of bacterial agents of sapronotic diseases using an ecosystem-based approach: A first spatially realistic metacommunity model
PLOS Computational Biology: published September 10, 2024 | https://doi.org/10.1371/journal.pcbi.1012435
Antiviral capacity of the early CD8 T-cell response is predictive of natural control of SIV infection: Learning in vivo dynamics using ex vivo data
PLOS Computational Biology: published September 10, 2024 | https://doi.org/10.1371/journal.pcbi.1012434
Construct prognostic models of multiple myeloma with pathway information incorporated
PLOS Computational Biology: published September 10, 2024 | https://doi.org/10.1371/journal.pcbi.1012444
SEMbap: Bow-free covariance search and data de-correlation
PLOS Computational Biology: published September 11, 2024 | https://doi.org/10.1371/journal.pcbi.1012448
Oscillations in an artificial neural network convert competing inputs into a temporal code
PLOS Computational Biology: published September 11, 2024 | https://doi.org/10.1371/journal.pcbi.1012429
Creating cell-specific computational models of stem cell-derived cardiomyocytes using optical experiments
PLOS Computational Biology: published September 11, 2024 | https://doi.org/10.1371/journal.pcbi.1011806
An exploration into CTEPH medications: Combining natural language processing, embedding learning, in vitro models, and real-world evidence for drug repurposing
PLOS Computational Biology: published September 12, 2024 | https://doi.org/10.1371/journal.pcbi.1012417
Comparison and benchmark of deep learning methods for non-coding RNA classification
PLOS Computational Biology: published September 12, 2024 | https://doi.org/10.1371/journal.pcbi.1012446
Shedding light on blue-green photosynthesis: A wavelength-dependent mathematical model of photosynthesis in Synechocystis sp. PCC 6803
PLOS Computational Biology: published September 12, 2024 | https://doi.org/10.1371/journal.pcbi.1012445
Calibrating dimension reduction hyperparameters in the presence of noise
PLOS Computational Biology: published September 12, 2024 | https://doi.org/10.1371/journal.pcbi.1012427
Noise leads to the perceived increase in evolutionary rates over short time scales
PLOS Computational Biology: published September 13, 2024 | https://doi.org/10.1371/journal.pcbi.1012458
Insights into muscle metabolic energetics: Modelling muscle-tendon mechanics and metabolic rates during walking across speeds
PLOS Computational Biology: published September 13, 2024 | https://doi.org/10.1371/journal.pcbi.1012411
The neglected giants: Uncovering the prevalence and functional groups of huge proteins in proteomes
PLOS Computational Biology: published September 16, 2024 | https://doi.org/10.1371/journal.pcbi.1012459
Accurate multi-population imputation of MICA, MICB, HLA-E, HLA-F and HLA-G alleles from genome SNP data
PLOS Computational Biology: published September 16, 2024 | https://doi.org/10.1371/journal.pcbi.1011718
Genome-wide association study between SARS-CoV-2 single nucleotide polymorphisms and virus copies during infections
PLOS Computational Biology: published September 17, 2024 | https://doi.org/10.1371/journal.pcbi.1012469
Measuring and understanding information storage and transfer in a simulated human gut microbiome
PLOS Computational Biology: published September 17, 2024 | https://doi.org/10.1371/journal.pcbi.1012359
Distribution of calbindin-positive neurons across areas and layers of the marmoset cerebral cortex
PLOS Computational Biology: published September 23, 2024 | https://doi.org/10.1371/journal.pcbi.1012428
Impact of phylogeny on the inference of functional sectors from protein sequence data
PLOS Computational Biology: published September 23, 2024 | https://doi.org/10.1371/journal.pcbi.1012091
A retrospective assessment of forecasting the peak of the SARS-CoV-2 Omicron BA.1 wave in England
PLOS Computational Biology: published September 23, 2024 | https://doi.org/10.1371/journal.pcbi.1012452
The neural dynamics associated with computational complexity
PLOS Computational Biology: published September 23, 2024 | https://doi.org/10.1371/journal.pcbi.1012447
Characterizing the dynamics, reactivity and controllability of moods in depression with a Kalman filter
PLOS Computational Biology: published September 23, 2024 | https://doi.org/10.1371/journal.pcbi.1012457
Language models outperform cloze predictability in a cognitive model of reading
PLOS Computational Biology: published September 25, 2024 | https://doi.org/10.1371/journal.pcbi.1012117
A hierarchy of metabolite exchanges in metabolic models of microbial species and communities
PLOS Computational Biology: published September 26, 2024 | https://doi.org/10.1371/journal.pcbi.1012472
Impact of occluder device configurations in in-silico left atrial hemodynamics for the analysis of device-related thrombus
PLOS Computational Biology: published September 26, 2024 | https://doi.org/10.1371/journal.pcbi.1011546
The refinement paradox and cumulative cultural evolution: Complex products of collective improvement favor conformist outcomes, blind copying, and hyper-credulity
PLOS Computational Biology: published September 26, 2024 | https://doi.org/10.1371/journal.pcbi.1012436
HELP: A computational framework for labelling and predicting human common and context-specific essential genes
PLOS Computational Biology: published September 27, 2024 | https://doi.org/10.1371/journal.pcbi.1012076
The role of training variability for model-based and model-free learning of an arbitrary visuomotor mapping
PLOS Computational Biology: published September 27, 2024 | https://doi.org/10.1371/journal.pcbi.1012471
Effect of aberrant fructose metabolism following SARS-CoV-2 infection on colorectal cancer patients’ poor prognosis
PLOS Computational Biology: published September 27, 2024 | https://doi.org/10.1371/journal.pcbi.1012412
Emergent ecological patterns and modelling of gut microbiomes in health and in disease
PLOS Computational Biology: published September 27, 2024 | https://doi.org/10.1371/journal.pcbi.1012482
Integrating dynamic models and neural networks to discover the mechanism of meteorological factors on Aedes population
PLOS Computational Biology: published September 27, 2024 | https://doi.org/10.1371/journal.pcbi.1012499
Exploring the potential of structure-based deep learning approaches for T cell receptor design
PLOS Computational Biology: published September 30, 2024 | https://doi.org/10.1371/journal.pcbi.1012489
A new approach to Health Benefits Package design: an application of the Thanzi La Onse model in Malawi
PLOS Computational Biology: published September 30, 2024 | https://doi.org/10.1371/journal.pcbi.1012462
BootCellNet, a resampling-based procedure, promotes unsupervised identification of cell populations via robust inference of gene regulatory networks
PLOS Computational Biology: published September 30, 2024 | https://doi.org/10.1371/journal.pcbi.1012480
HIPI: Spatially resolved multiplexed protein expression inferred from H&E WSIs
PLOS Computational Biology: published September 30, 2024 | https://doi.org/10.1371/journal.pcbi.1012501
Study of impacts of two types of cellular aging on the yeast bud morphogenesis
PLOS Computational Biology: published September 30, 2024 | https://doi.org/10.1371/journal.pcbi.1012491
Managing spatio-temporal heterogeneity of susceptibles by embedding it into an homogeneous model: A mechanistic and deep learning study
PLOS Computational Biology: published September 30, 2024 | https://doi.org/10.1371/journal.pcbi.1012497
Correction
Correction: Projecting contact matrices in 177 geographical regions: An update and comparison with empirical data for the COVID-19 era
PLOS Computational Biology: published September 18, 2024 | https://doi.org/10.1371/journal.pcbi.1012454
Related Articles
Methods
Bayesian clustering with uncertain data
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1012301
Binomial models uncover biological variation during feature selection of droplet-based single-cell RNA sequencing
PLOS Computational Biology: published September 6, 2024 | https://doi.org/10.1371/journal.pcbi.1012386
Virus-host interactions predictor (VHIP): Machine learning approach to resolve microbial virus-host interaction networks
PLOS Computational Biology: published September 18, 2024 | https://doi.org/10.1371/journal.pcbi.1011649
GenoTriplo: A SNP genotype calling method for triploids
PLOS Computational Biology: published September 24, 2024 | https://doi.org/10.1371/journal.pcbi.1012483
GPMelt: A hierarchical Gaussian process framework to explore the dark meltome of thermal proteome profiling experiments
PLOS Computational Biology: published September 27, 2024 | https://doi.org/10.1371/journal.pcbi.1011632
Software
Accelerating joint species distribution modelling with Hmsc-HPC by GPU porting
PLOS Computational Biology: published September 3, 2024 | https://doi.org/10.1371/journal.pcbi.1011914
AnophelesModel: An R package to interface mosquito bionomics, human exposure and intervention effects with models of malaria intervention impact
PLOS Computational Biology: published September 13, 2024 | https://doi.org/10.1371/journal.pcbi.1011609
Facilitating pathway and network based analysis of RNA-Seq data with pathlinkR
PLOS Computational Biology: published September 16, 2024 | https://doi.org/10.1371/journal.pcbi.1012422