Robuta

https://containerd.io/ containerd – An industry-standard container runtime with an emphasis on simplicity, robustness and... An industry-standard container runtime with an emphasis on simplicity, robustness, and portability https://app.evalandgo.com/f/313135/4qAivaBmeVyzQb8jaWLDtL Quality, robustness, durability - Select your language Please fill in this survey: Quality, robustness, durability. Create online surveys and satisfaction questionnaires for free with Evalandgo. qualityrobustnessdurabilityselectlanguage https://mot.global/ MOT strenghtens youth's robustness and quality of life | MOT.global Mar 3, 2023 - MOT is a youth and society builder. We strengthen youth's robustness and awareness through MOT Programmes in schools and communities. quality of lifemotyouthrobustnessglobal https://agilemodeling.com/artifacts/robustnessdiagram.htm Robustness Diagrams: An Agile Introduction Jan 29, 2026 - Robustness diagrams are basically simplified UML communication/collaboration diagrams that use intuitive graphical symbols to visualize use case logic. robustnessdiagramsagileintroduction https://community.wolfram.com/groups/-/m/t/1183533 New SystemModeler Example: Temperature State Estimator Robustness - Online Technical Discussion... Wolfram Community forum discussion about New SystemModeler Example: Temperature State Estimator Robustness. Stay on top of important topics and build... newexampletemperaturestateestimator https://research-portal.uu.nl/en/publications/bootstrapping-and-pinning-down-the-root-meristem-the-auxin-plt-ar/ Bootstrapping and pinning down the root meristem; the auxin-PLT-ARR network unites robustness and... https://experts.arizona.edu/en/publications/dark-energy-survey-year-3-results-cosmology-from-cosmic-shear-and-2/ Dark Energy Survey Year 3 results: Cosmology from cosmic shear and robustness to data calibration -... https://research.ibm.com/publications/certified-robustness-for-free-in-differentially-private-federated-learning Certified Robustness for Free in Differentially Private Federated Learning for NeurIPS 2021 - IBM... Certified Robustness for Free in Differentially Private Federated Learning for NeurIPS 2021 by Chulin Xie et al. for free https://portal.fis.tum.de/en/publications/high-robustness-capacitor-voltage-active-damping-based-on-model-f/ High-Robustness Capacitor Voltage Active Damping Based on Model Free Predictive Current Control for... https://lists.wikimedia.org/hyperkitty/list/wikipedia-l@lists.wikimedia.org/thread/ISGDC625EP5XHBPQGH6S4UGSWGBZ4I6P/ The dangers of bots, and robustness of the system - Wikipedia-l - lists.wikimedia.org the dangers https://www.ccdc.ucsb.edu/publications/13565 Redesign of backstepping for robustness against unmodelled dynamics | Center for Control, Dynamical... redesignrobustness https://meetings-archive.aps.org/dpp/2009/uo5/4/ Single- and Multidimensional Robustness Studies of the NIF Ignition Point Design - Realizing Steady... A robustness study of the NIF ignition point-design target is carried out using hydrodynamically equivalent, all-DT direct-drive targets. The direct-drive targe https://infoscience.epfl.ch/entities/publication/65935720-22f3-4bef-8e98-7d9a7f4d8436/statistics Two-factor synaptic consolidation reconciles robustness with pruning and homeostatic scaling Memory consolidation refers to a process of engram reorganization and stabilization that is thought to occur primarily during sleep through a combination of... two factorsynapticconsolidation https://publikationen.bibliothek.kit.edu/1000076321 Robustness of principal and longitudinal strains as fracture p... robustnessprincipallongitudinalstrainsfracture https://data.mendeley.com/datasets/x2cyyh8cm3/1 Dataset 4U.7: Solutions files, sigma = 500, part 7 (Nam et al., Robustness and parameter geography... All proper solutions files for Paramotopy runs with \sigma = 500 on VEGAS-sampled parameter points at \sigma = 500. https://research.ibm.com/publications/accelerating-certified-robustness-training-via-knowledge-transfer Accelerating Certified Robustness Training via Knowledge Transfer for NeurIPS 2022 - IBM Research Accelerating Certified Robustness Training via Knowledge Transfer for NeurIPS 2022 by Pratik Vaishnavi et al. knowledge transfer https://www.frontiersin.org/journals/big-data/articles/10.3389/fdata.2020.00002/full Frontiers | On Robustness of Neural Architecture Search Under Label Noise Neural architecture search (NAS), which aims at automatically seeking proper neural architectures given a specific task, has attracted extensive attention re... neural architecture searchfrontiersrobustnesslabelnoise https://www.mdpi.com/1424-8220/22/7/2716 On the Robustness of Quantum Algorithms for Blockchain Consensus Blockchain has revolutionized many fields, such as distributed sensor networks, finance, and cryptocurrency. Consensus between distributed network nodes is at... on thequantum algorithmsrobustnessblockchainconsensus https://portal.fis.tum.de/en/publications/quantum-flutter-signatures-and-robustness/ Quantum flutter: Signatures and robustness - Technical University of Munich technical universityquantumfluttersignaturesrobustness https://pubmed.ncbi.nlm.nih.gov/41922703/ Investigating the analytical robustness of the social and behavioural sciences The same dataset can be analysed in different justifiable ways to answer the same research question, potentially challenging the robustness of empirical... investigatinganalyticalrobustnesssocialbehavioural https://data.mendeley.com/datasets/vdbrsyhm25/1 Dataset 4K.3: Solutions files, sigma = 3, part 3 (Nam et al., Robustness and parameter geography in... All solutions statistics files for Paramotopy runs with \sigma = 3.0. https://www.nber.org/papers/w29656 Robustness Measures for Welfare Analysis | NBER Founded in 1920, the NBER is a private, non-profit, non-partisan organization dedicated to conducting economic research and to disseminating research findings... robustnessmeasureswelfareanalysisnber https://www.iris.uni-stuttgart.de/event/IRIS-Colloquium-I-Mara-Seyfert-Uncertainty-and-robustness-against-persuasion-in-large-language-models/ IRIS Colloquium | Mara Seyfert: Uncertainty and robustness against persuasion in large language... Mar 26, 2025: Our second colloquium this year will be held by Mara Seyfert. This is an open, university-internal event for students and interested parties. https://www.ccdc.ucsb.edu/publications/13522 GLOBAL ROBUSTNESS OF NONLINEAR-SYSTEMS TO STATE MEASUREMENT DISTURBANCES | Center for Control,... nonlinear systems https://publica.fraunhofer.de/entities/publication/6a9a7fab-3fc5-4c26-ac6b-4e8a47c1ff6b Efficient MILP Decomposition in Quantum Computing for ReLU Network Robustness Emerging quantum computing technologies, such as Noisy Intermediate-Scale Quantum (NISQ) devices, offer potential advancements in solving mathematical... quantum computingefficientdecompositionrelunetwork https://pmc.ncbi.nlm.nih.gov/articles/PMC2267439/ ReAlignerV: Web-based genomic alignment tool with high specificity and robustness estimated by... Detecting conserved noncoding sequences (CNSs) across species highlights the functional elements. Alignment procedures combined with computational prediction... https://data.mendeley.com/datasets/hgyzbdwyw4/1 Dataset 4R.8: Solutions files, sigma = 50, part 8 (Nam et al., Robustness and parameter geography... All proper solutions files for Paramotopy runs with \sigma = 50 on linking parameter points. https://gpbib.cs.ucl.ac.uk/gp-html/Schulte_2014_GPEM.html Software mutational robustness softwarerobustness https://repository.lib.ncsu.edu/items/b8479779-e631-4868-add8-0dee4ef0222b Asymptotic normality and robustness of one sample Chernoff-Savage statistics for heterogeneous... https://arxiv.org/abs/2312.14712 [2312.14712] Balancing Privacy, Robustness, and Efficiency in Machine Learning Abstract page for arXiv paper 2312.14712: Balancing Privacy, Robustness, and Efficiency in Machine Learning balancingprivacyrobustnessefficiencymachine https://research.monash.edu/en/publications/on-the-robustness-of-algebraic-stbcs-to-coefficient-quantization/ On the robustness of algebraic STBCs to coefficient quantization - Monash University on therobustnessalgebraic https://pubmed.ncbi.nlm.nih.gov/25287667/?dopt=Abstract Replicability and robustness of genome-wide-association studies for behavioral traits replicabilityrobustnessgenome https://www.mdpi.com/2072-4292/15/22/5406 Methods to Improve the Accuracy and Robustness of Satellite-Derived Bathymetry through Processing... Selecting a representative optical deep-water area is crucial for accurate satellite-derived bathymetry (SDB) based on semi-theoretical and semi-empirical... https://cordis.europa.eu/programme/id/HORIZON_HORIZON-CL4-2021-HUMAN-01-01/es Verifiable robustness, energy efficiency and transparency for Trustworthy AI: Scientific excellence... energy efficiencytrustworthy aiverifiablerobustness https://uwspace.uwaterloo.ca/items/019eb1d5-5b95-4142-9129-d904d4d012cd Network Robustness: Diffusing Information Despite Adversaries In this thesis, we consider the problem of diffusing information resiliently in networks that contain misbehaving nodes. Previous strategies to achieve... networkrobustnessdiffusinginformationdespite https://infoscience.epfl.ch/entities/publication/33b40e0a-5f6f-446d-ba79-3f925db05433 ImageNet performance correlates with pose estimation robustness and generalization on out-of-domain... Neural networks are highly effective tools for pose estimation. However, robustness to outof-domain data remains a challenge, especially for small training... https://pmc.ncbi.nlm.nih.gov/articles/PMC20218/ The role of robustness and changeability on the origin and evolution of genetic codes - PMC We propose that an essential factor on the origin of genetic codes is a balanced accomplishment of robustness and changeability, two antithetical, but... the role https://boris-portal.unibe.ch/entities/publication/8771e56b-70c4-44af-a7ac-129c2d53907b Comparison of fMRI paradigms assessing visuospatial processing: Robustness and reproducibility The development of brain imaging techniques, in particular functional magnetic resonance imaging (fMRI), made it possible to non-invasively study the... comparisonfmriparadigmsassessingprocessing https://research.ibm.com/publications/unravelling-robustness-of-deep-learning-based-face-recognition-against-adversarial-attacks Unravelling robustness of deep learning based face recognition against adversarial attacks for AAAI... Unravelling robustness of deep learning based face recognition against adversarial attacks for AAAI 2018 by Gaurav Goswami et al. https://data.mendeley.com/datasets/br5jr7h52x/1 Dataset 2A: Sample files, part 1 (Nam et al., Robustness and parameter geography in... https://research.google/blog/baselines-for-uncertainty-and-robustness-in-deep-learning/ Baselines for Uncertainty and Robustness in Deep Learning Posted by Zachary Nado, Research Engineer and Dustin Tran, Research Scientist, Google Research, Brain Team Machine learning (ML) is increasingly be... in deepbaselinesuncertaintyrobustnesslearning https://www.nationalacademies.org/projects/BEES-J-04-03-A/about Enhancing the Robustness and Resilience of Future Electric Transmission and Distribution in the... The electric power delivery system that carries electricity from large central generators to customers could be severely damaged by a small number of... electric transmissionenhancingrobustnessresilience https://collaborate.princeton.edu/en/publications/patchcure-improving-certifiable-robustness-model-utility-and-comp/ PATCHCURE: Improving Certifiable Robustness, Model Utility, and Computation Efficiency of... improvingcertifiablerobustnessmodelutility https://gude.uni-frankfurt.de/entities/researchdata/081b8b3b-73a1-4a2b-b964-6f43ad92ae22 Molecular Mechanisms and Evolutionary Robustness of a Color Switch in Proteorhodopsins The data set is associated with manuscript: Jiafei Mao, Xinsheng Jin, Man Shi, David Heidenreich, Lynda J. Brown, Richard C.D. Brown, Moreno Lelli, Xiao He,... of acolor switchmolecularmechanismsevolutionary https://arxiv.org/abs/2503.20120 [2503.20120] On the Robustness of Kernel Ridge Regression Using the Cauchy Loss Function Abstract page for arXiv paper 2503.20120: On the Robustness of Kernel Ridge Regression Using the Cauchy Loss Function https://www.jst.go.jp/kisoken/crest/en/research_area/ongoing/areah27-4.html [Robustness in Plants] Creation of fundamental technologies contribute to the elucidation and... Get information on the [Robustness in Plants] Creation of fundamental technologies contribute to the elucidation and application for the robustness in plants... fundamental technologies https://murray.cds.caltech.edu/Robustness_Guarantees_for_Structured_Model_Reduction_of_Dynamical_Systems Robustness Guarantees for Structured Model Reduction of Dynamical Systems - Murray Wiki dynamical systemsrobustnessguaranteesstructuredmodel https://eprints.soton.ac.uk/10247/ Robustness to head misalignment of virtual sound imaging systems - ePrints Soton imaging systemsrobustnessheadmisalignment https://aws.amazon.com/marketplace/pp/prodview-pgwbpi3edjr5o AWS Marketplace: Robustness Measures: Image Classifiers The solution measures the prominent robustness metrics for a Keras based image classifier. aws marketplacerobustnessmeasuresimageclassifiers https://fr.mathworks.com/help/robust/worst-case-analysis.html?s_tid=CRUX_topnav Robustness and Worst-Case Analysis - MATLAB & Simulink Worst-case effect of uncertainty on stability, margins, and overshoot worst caserobustnessanalysismatlabsimulink https://en.wikipedia.org/wiki/Robustness_principle?ref=neovoe.com Robustness principle - Wikipedia robustnessprinciplewikipedia https://repository.gatech.edu/entities/publication/31276817-9fe7-428e-8e4c-cc7e794d1f73 A robustness study of Gupta's subset selection procedure robustnessstudyguptasubsetselection https://profiles.wustl.edu/en/publications/preregistration-and-registered-reports-a-key-pathway-to-enhancing/ Preregistration and Registered Reports: A Key Pathway to Enhancing Robustness and Replicability in... registered reportsa key https://pmc.ncbi.nlm.nih.gov/articles/PMC4009432/ Sparse distributed memory: understanding the speed and robustness of expert memory - PMC How can experts, sometimes in exacting detail, almost immediately and very precisely recall memory items from a vast repertoire? The problem in which we will... sparsedistributedmemoryunderstanding https://ch.mathworks.com/help/deeplearning/ug/verify-robustness-of-deep-learning-network.html Verify Robustness of Deep Learning Neural Network - MATLAB & Simulink This example shows how to verify the adversarial robustness of a deep learning neural network. deep learningneural networkverifyrobustnessmatlab https://researchportalplus.anu.edu.au/en/publications/models-robustness-and-non-causal-explanation-a-foray-into-cogniti/ Models, robustness, and non-causal explanation: a foray into cognitive science and biology - The... https://it.mathworks.com/help/robust/worst-case-analysis.html?s_tid=CRUX_lftnav Robustness and Worst-Case Analysis - MATLAB & Simulink Worst-case effect of uncertainty on stability, margins, and overshoot worst caserobustnessanalysismatlabsimulink https://nvidia-nemo.github.io/Skills/evaluation/robustness/ Robustness Evaluation - Nemo-Skills robustnessevaluationnemoskills https://www.semanticscholar.org/topic/Compliance-and-Robustness/2180051 Compliance and Robustness | Semantic Scholar compliancerobustnesssemanticscholar https://dspace.mit.edu/handle/1721.1/155357?show=full Enhancing Robustness of Neural Network Interatomic Potentials through Sampling Methods and... neural networksampling methodsenhancingrobustness https://publikationen.bibliothek.kit.edu/1000172842 Better Space-Time-Robustness Trade-Offs for Set Reconciliation We consider the problem of reconstructing the symmetric difference between similar sets from their representations (sketches) of size linear in the number of d space timebetterrobustnesstradeoffs https://pubmed.ncbi.nlm.nih.gov/17379230/ Ruggedness and robustness testing Due to the strict regulatory requirements, especially in pharmaceutical analysis, analysis results with an acceptable quality should be reported. Thus, a... ruggednessrobustnesstesting https://github.com/MadryLab/robustness_applications? GitHub - MadryLab/robustness_applications: Notebooks for reproducing the paper "Computer Vision... Notebooks for reproducing the paper "Computer Vision with a Single (Robust) Classifier" - MadryLab/robustness_applications the papergithubrobustnessapplicationsnotebooks https://umu.diva-portal.org/smash/record.jsf?pid=diva2:1166637 Robustness of the Moore-Greitzer Compressor Model's Surge Subsystem with New Dynamic Output... https://par.nsf.gov/biblio/10322917-blockage-robustness-access-point-association-mmwave-wireless-lans-mobility Blockage Robustness in Access Point Association for mmWave Wireless LANs with Mobility | NSF Public... This page contains metadata information for the record with PAR ID 10322917 https://www.ccdc.ucsb.edu/publications/12582 On the robustness to measurement noise and unmodeled dynamics of stability in hybrid systems |... https://www.cedefop.europa.eu/en/news/apprenticeships-strong-vision-leads-robustness?etransnolive=1 Apprenticeships: a strong vision leads to robustness | CEDEFOP Aug 26, 2022 - The study examines how apprenticeships are affected by crises and how developing a common understanding of their role could help design effective reforms that... apprenticeshipsstrongvisionleadsrobustness https://www.ideals.illinois.edu/items/21568 Model selection: Consistency and robustness properties of the Schwarz Information Criterion for... model selection https://arxiv.org/abs/2505.09342 [2505.09342] Evaluating the robustness of adversarial defenses in malware detection systems Abstract page for arXiv paper 2505.09342: Evaluating the robustness of adversarial defenses in malware detection systems https://bibliographie.uni-tuebingen.de/xmlui/handle/10900/149056 Bioinspired preactivation reflex increases robustness of walking on rough terrain walking onbioinspiredreflexincreasesrobustness https://eprints.soton.ac.uk/54422/ Integrative feedback and robustness in a lipid biosynthetic network - ePrints Soton in aintegrativefeedbackrobustness https://ucrisportal.univie.ac.at/en/publications/robustness-of-critical-u1-spin-liquids-and-emergent-symmetries-in/ Robustness of critical U(1) spin liquids and emergent symmetries in tensor networks - University of... https://murray.cds.caltech.edu/Special:Browse/:Designing-20Robustness-20to-20Temperature-20in-20a-20Feedforward-20Loop-20Circuit Designing Robustness to Temperature in a Feedforward Loop Circuit in adesigningrobustnesstemperaturefeedforward https://bcommons.berkeley.edu/robustness-deep-learningethical-ai-through-human-value-modeling Robustness for Deep Learning/Ethical AI Through Human Value Modeling | Open Research Commons https://publikationen.uni-tuebingen.de/xmlui/handle/10900/121847?show=full Advances in Reliably Evaluating and Improving Adversarial Robustness advancesreliablyevaluatingimprovingadversarial https://fr.mathworks.com/help/robust/ref/dynamicsystem.loopsyn.html loopsyn - Loop-shaping controller design with tradeoff between performance and robustness - MATLAB loopsyn balances performance and robustness by blending two loop-shaping methods. https://hig.diva-portal.org/smash/record.jsf?pid=diva2:308088 Robustness of Spatial Databases: Using Network Analysis on GIS Data Models network analysisgis datarobustnessspatialdatabases https://www.ccdc.ucsb.edu/publications/11935 A Converse Lyapunov Theorem and Robustness for Asymptotic Stability in Probability | Center for... https://scholars.lib.ntu.edu.tw/entities/publication/29eeee83-042d-448e-bc34-f8e283932b8b Robustness in Self-Assembly. robustnessselfassembly https://arxiv.org/html/2404.13960v2 Deepening the Understanding of Double Robustness Geometrically deepeningunderstandingdoublerobustnessgeometrically https://data.mendeley.com/datasets/3v4hjvb3mh/1 Dataset 4A.4: Solutions files, sigma = 1, part 4 (Nam et al., Robustness and parameter geography in... All proper solutions files for Paramotopy runs with \sigma = 1.0 on ILR-sampled parameter points in [0.1, 10]^8, parts 1 through 5. (For parts 6 through 10,... https://scholars.cityu.edu.hk/en/publications/the-robustness-of-scheduling-policies-in-multi-product-manufactur/ The robustness of scheduling policies in multi-product manufacturing systems with... scheduling policiesmulti productmanufacturing systemsrobustness https://repository.tudelft.nl/record/uuid:4b8336fa-cac1-4180-bbd6-f5da428914a9 Multi-criteria robustness analysis of metro networks | TU Delft Repository metro networkstu delftmulticriteriarobustness https://llm-eval.github.io/pages/leaderboard/advprompt.html Adversarial robustness | LLM Evaluation adversarial robustnessllmevaluation https://www.ccdc.ucsb.edu/publications/12525 Robustness of discontinuous feedback via sample and hold control | Center for Control, Dynamical... sample and hold https://math.mcmaster.ca/events/computational-science-and-engineering-seminar-hassan-chehaitli-robustness-of-repo-markets-with-full-rehypothecation/ Computational Science and Engineering Seminar-Hassan Chehaitli-Robustness of repo markets with full... Mar 21, 2023 - 07/12/2022 @ 12:30 pm - 1:30 pm - Speaker: Hassan Chehaitli (CSE PhD student) Title: Robustness of repo markets with full rehypothecation Abstract:Repurchase... science and engineering https://ir.cwi.nl/pub/4600 Centrum Wiskunde & Informatica: Disturbance decoupling and robustness of stability centrumwiskundeinformaticadisturbancedecoupling https://scholars.uky.edu/es/publications/tipping-point-failure-and-robustness-in-single-development-projec/ Tipping point failure and robustness in single development projects - tipping pointfailurerobustnesssingledevelopment https://dash.harvard.edu/entities/publication/7d03eba6-2472-41d3-9bcc-318351fb8e29 On the robustness of predictions of sea level fingerprints The rapid melting of the Earth's ice reservoirs will produce geographically distinct patterns of sea level change that have come to be known as sea level... on thesea levelrobustnesspredictionsfingerprints https://researchconnect.buffalo.edu/en/publications/robustness-of-pollutant-loading-estimators-for-sample-size-reduct/ Robustness of pollutant loading estimators for sample size reduction in a suburban watershed - SUNY... https://data.mendeley.com/datasets/4rxbxfyvr6/1 Dataset 4I.10: Solutions files, sigma = 2, part 10 (Nam et al., Robustness and parameter geography... All proper solutions files for Paramotopy runs with \sigma = 2.0 on parameter points sampled to compute the 10-fold visibility ratio. https://uwspace.uwaterloo.ca/items/1c301017-9309-4f14-8b99-f935e9448f9b On the Robustness of Holographic Dualities: AdS Black Holes and Quotient Spaces This dissertation is a collection of works on different topics based on holographic dualities. The dualities studied here are the Kerr/CFT and AdS/CFT... on the https://publications.ri.cmu.edu/synthetic-data-for-object-detection-improving-robustness-and-revealing-vulnerabilities Synthetic Data for Object Detection: Improving Robustness and Revealing Vulnerabilities - Robotics... synthetic dataobject detection https://dare.uva.nl/id/42e0a1e6-fb39-42b6-a4c8-e42aa6ee83c8 UvA DARE | Robustness challenges in Reinforcement Learning based time-critical cloud resource... reinforcement learning https://fraser.stlouisfed.org/title/finance-economics-discussion-series-1491/exploring-robustness-oil-price-macroeconomy-relationship-722515 Finance and Economics Discussion Series, Exploring the Robustness of the Oil Price-Macroeconomy... This paper reexamines the oil price-macroeconomy relationship with rolling Granger causality and structural stability tests. It finds that the relationship... finance and economicsdiscussion seriesexploring the https://lists.cs.princeton.edu/hyperkitty/list/talks@lists.cs.princeton.edu/thread/T5PJYSSD77KSGP7YLHLE222WX6GXUTQ5/?sort=date Carlos Jimenez will present his General Exam "Consistency And Robustness Testing for Visual... https://lin-ear-th-inking.blogspot.com/2010/06/improvements-to-robustness-in-jts.html?m=0 Lin.ear th.inking: Improvements to robustness in JTS Delaunay Triangulation JTS 1.11 added the capability to compute Delaunay Triangulations of point sets. Although the triangulation code was extensively tested an... linearthinkingimprovements https://research.facebook.com/publications/space-domain-based-selection-of-direct-sound-bins-in-the-context-of-improved-robustness-to-reverberation-in-direction-of-arrival-estimation/ Space domain-based selection of direct-sound bins in the context of improved robustness to... Acoustic reverberation has a detrimental effect on many of the currently used microphone array processing methods. In particular, the performance of most... https://impacts.ucar.edu/en/publications/the-relative-dispersion-of-cloud-droplets-its-robustness-with-res/ The relative dispersion of cloud droplets: Its robustness with respect to key cloud properties -... https://gmd.copernicus.org/articles/14/7425/2021/ GMD - Robustness of neural network emulations of radiative transfer parameterizations in a... Abstract. The ability of machine-learning-based (ML-based) model components to generalize to the previously unseen inputs and its impact on the stability of... neural networkradiative transfergmdrobustness