Robuta

https://www.econstor.eu/handle/10419/187897 EconStor: Multi-objective energy management in a micro-grid EconStor is a publication server for scholarly economic literature, provided as a non-commercial public service by the ZBW. multi objectiveenergy managementeconstormicrogrid https://www.mdpi.com/2073-8994/12/4/509 An Improved Multi-Objective Evolutionary Approach for Aerospace Shell Production Scheduling Problem To certain degree, multi-objective optimization problems obey the law of symmetry, for instance, the minimum of one objective function corresponds to the... multi objectiveevolutionary approach https://arxiv.org/html/2501.10945v3 Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond deep learning algorithmsmulti objectivegradientbased https://www.eib.org/en/projects/all/20140349 HYPO VORARLBERG MULTI-OBJECTIVE MBIL Loan for financing small and medium scale projects promoted primarily by SMEs, MidCaps and other eligible public and private entities located mainly in Austria. hypo vorarlbergmulti objective https://www.inderscience.com/info/inarticle.php?artid=140147 Article: Multi-objective optimisation method for product appearance colour matching based on colour... Inderscience is a global company, a dynamic leading independent journal publisher disseminates the latest research across the broad fields of science,... multi objectivefor product https://openreview.net/forum?id=e0gswuNjcb Pareto Front Training For Multi-Objective Symbolic Optimization | OpenReview Although Symbolic Optimization (SO) solutions have successfully been used in applications ranging from Neural Architecture Search to Antibody Therapeutics... pareto frontmulti objectivetrainingsymbolicoptimization https://nla.gov.au/nla.obj-735595163/view Pareto Efficient Multi-objective Joint Optimisation of EM Data pareto efficientmulti objectivejointoptimisationem https://openreview.net/forum?id=dIVb5C0QFf MetaAligner: Towards Generalizable Multi-Objective Alignment of Language Models | OpenReview Recent advancements in large language models (LLMs) focus on aligning to heterogeneous human expectations and values via multi-objective preference alignment.... multi objectivelanguage modelstowardsalignmentopenreview https://arxiv.org/abs/2406.02610 [2406.02610] MoFormer: Multi-objective Antimicrobial Peptide Generation Based on Conditional... Abstract page for arXiv paper 2406.02610: MoFormer: Multi-objective Antimicrobial Peptide Generation Based on Conditional Transformer Joint Multi-modal Fusion... multi objectiveantimicrobial peptidebased on2406 https://openreview.net/forum?id=fSa5IjNMmmi Multi-objective optimization via equivariant deep hypervolume approximation | OpenReview Hypervolume approximation using permutation invariant, scaling equivariant neural network multi objective optimizationviaequivariantdeephypervolume https://arxiv.org/abs/2604.09297 [2604.09297] SkillMOO: Multi-Objective Optimization of Agent Skills for Software Engineering Abstract page for arXiv paper 2604.09297: SkillMOO: Multi-Objective Optimization of Agent Skills for Software Engineering multi objective optimization https://openreview.net/forum?id=wKf9iSu_TEm Multi-Objective Meta Learning | OpenReview Meta learning with multiple objectives has been attracted much attention recently since many applications need to consider multiple factors when designing... multi objectivemeta learningopenreview https://www.scirp.org/journal/paperinformation?paperid=130622 Characteristics of Multi-Objective Linear Programming Problem and Multi-Objective Linear Fractional... In this paper, a new statistical averaging technique is proposed for finding an optimal solution to a multi-objective linear fractional programming problem... linear programming problemmulti objectivecharacteristicsfractional https://www.preprints.org/manuscript/202308.1937 Experimental Investigation and Multi-objective Optimization of Savonius Wind Turbine Based on... This study will lead to the development of a numerical data set that will assist in the design of Savonius wind turbines. A major objective of this study is to... multi objective optimizationsavonius wind turbine https://www.easychair.org/smart-slide/slide/KpVF Controller Tuning, Stiction and Multi-Objective Optimization: an Explanatory Analysis multi objective optimizationcontrollertuningstictionexplanatory https://www.mdpi.com/1424-8220/23/1/230 Multi-Objective Association Detection of Farmland Obstacles Based on Information Fusion of... In order to remedy the defects of single sensor in robustness, accuracy, and redundancy of target detection, this paper proposed a method for detecting... multi objectivebased onassociationdetection https://deepai.org/publication/preference-inference-from-demonstration-in-multi-objective-multi-agent-decision-making Preference Inference from Demonstration in Multi-objective Multi-agent Decision Making | DeepAI Apr 27, 2023 - 04/27/23 - It is challenging to quantify numerical preferences for different objectives in a multi-objective decision-making problem. However... multi objectivedecision makingpreferenceinferencedemonstration https://aclanthology.org/2025.findings-acl.462/ AMoPO: Adaptive Multi-objective Preference Optimization without Reward Models and Reference Models... Qi Liu, Jingqing Ruan, Hao Li, Haodong Zhao, Desheng Wang, Jiansong Chen, Wan Guanglu, Xunliang Cai, Zhi Zheng, Tong Xu. Findings of the Association for... multi objectiveadaptivepreference https://www.mdpi.com/2032-6653/16/2/58 Design and Multi-Objective Optimization of an Electric Inflatable Pontoon Amphibious Vehicle This paper presents the design of an electric amphibious vehicle with buoyancy provided by inflatable pontoons, referred to as the Electric Inflatable Pontoon... multi objective optimizationof an https://pymoo.org/ pymoo: Multi-objective Optimization in Python — pymoo: Multi-objective Optimization in Python 0.6.2... pymoo: An open source framework for multi-objective optimization in Python. It provides not only state of the art single- and multi-objective optimization... multi objective optimization0 6python2 https://www.tensorflow.org/agents/api_docs/python/tf_agents/bandits/agents/greedy_multi_objective_neural_agent Module: tf_agents.bandits.agents.greedy_multi_objective_neural_agent | TensorFlow Agents An agent that uses and trains a greedy reward prediction policy. multi objectivemoduletfagentsbandits https://www.mathworks.com/matlabcentral/fileexchange/164616-multi-objective-generalized-normal-distribution-optimization?s_tid=FX_rc2_behav Multi-objective Generalized Normal Distribution Optimization - File Exchange - MATLAB Central Download and share free MATLAB code, including functions, models, apps, support packages and toolboxes multi objectivenormal distributionfile exchangegeneralizedoptimization https://openreview.net/forum?id=ehoFUfpy2l&referrer=%5Bthe%20profile%20of%20Panagiotis%20Tsakalides%5D(%2Fprofile%3Fid%3D~Panagiotis_Tsakalides1) Multi-Objective Peptide Design via Token-Aligned Preference Optimization | OpenReview Protein language models have recently shown promise for de novo protein and peptide design, but they lack mechanisms for controllable optimization of... multi objectivepeptidedesignviatoken https://www.mdpi.com/1424-8220/23/6/3110 Multi-Objective Path Optimization in Fog Architectures Using the Particle Swarm Optimization... IoT systems can successfully employ wireless sensor networks (WSNs) for data gathering and fog/edge computing for processing collected data and providing... multi objectivepathoptimization https://openreview.net/forum?id=06tqoOl829 Blessings of many good arms in multi-objective linear bandits | OpenReview Multi-objective decision-making is often deemed overly complex in bandit settings, leading to algorithms that are both complicated and frequently impractical.... multi objectiveblessingsmanygoodarms https://www.amazon.science/publications/a-multi-objective-perspective-on-jointly-tuning-hardware-and-hyperparameters A multi-objective perspective on jointly tuning hardware and hyperparameters - Amazon Science In addition to the best model architecture and hyperparameters, a full AutoML solution requires selecting appropriate hardware automatically. This can be... multi objective https://deepai.org/publication/provably-efficient-algorithms-for-multi-objective-competitive-rl Provably Efficient Algorithms for Multi-Objective Competitive RL | DeepAI Feb 5, 2021 - 02/05/21 - We study multi-objective reinforcement learning (RL) where an agent's reward is represented as a vector. In settings where an agen... multi objectiveefficientalgorithmscompetitiverl https://openreview.net/forum?id=lHnbPVKbts Constrained Multi-objective Bayesian Optimization | OpenReview Multi-objective Bayesian optimization has been widely adopted in scientific experiment design, including drug discovery and hyperparameter optimization. In... multi objectivebayesian optimizationconstrainedopenreview https://openreview.net/forum?id=AwL9ZZOPVlN Learning Debuggable Models Through Multi-Objective NAS | OpenReview We develop a proof-of-concept framework for automatically discovering accurate and debuggable architectures. multi objectivelearningdebuggablemodelsnas https://www.preprints.org/manuscript/202005.0331/v1 Multi-Objective Optimization Concept Based on Periodical and Permanent Objective within a... Multi-objective optimization (MOO) is the subset of optimization which deals with minimization of several objective functions more than the conventional one... multi objective optimizationconceptbased https://openreview.net/forum?id=BmG3NgH5xu FERERO: A Flexible Framework for Preference-Guided Multi-Objective Learning | OpenReview Finding specific preference-guided Pareto solutions that represent different trade-offs among multiple objectives is critical yet challenging in... flexible frameworkmulti objective https://openreview.net/forum?id=ghNQhtCHD2 Goal-conditioned GFlowNets for Controllable Multi-Objective Molecular Design | OpenReview In recent years, in-silico molecular design has received much attention from the machine learning community. When designing a new compound for pharmaceutical... multi objectivemolecular designgoalconditionedgflownets https://arxiv.org/abs/2508.14705 [2508.14705] Learning in Repeated Multi-Objective Stackelberg Games with Payoff Manipulation Abstract page for arXiv paper 2508.14705: Learning in Repeated Multi-Objective Stackelberg Games with Payoff Manipulation multi objective https://openreview.net/forum?id=vBcKu0UL3A9 Multi-objective Tree-structured Parzen Estimator Meets Meta-learning | OpenReview Speedup multi-objective optimization by tree-structured Parzen estimator with a meta-learning using a new task similarity measure multi objectiveparzen estimatormeta learningtreestructured https://www.preprints.org/manuscript/202109.0177 Multi-objective UAV Positioning Mechanism for Sustainable Wireless Connectivity in Environments... Unmanned aerial vehicles (UAVs)-based communication system is a promising solution to meet coverage and capacity requirements of future wireless networks.... multi objectivewireless connectivityuavpositioningmechanism https://www.utwente.nl/en/et/cem/groups/ts/projects/ongoing-projects/eu-horizon/ Multi-objective Optimization of Intelligent Traffic Control, part of the Conductor project (Zakir... multi objective optimizationintelligent traffic https://www.scirp.org/journal/paperinformation?paperid=760 Multi Objective Multireservoir Optimization in Fuzzy Environment for River Sub Basin Development... Discover a multi-objective, multireservoir operation model using Genetic Algorithm (GA) and fuzzy environment. Optimize irrigation releases, hydropower... multi objective https://moo.univie.ac.at/ Recent Advances in Multi-Objective Optimization | September 10-11, 2026, Istanbul, Turkey multi objective optimizationrecent advances https://www.preprints.org/manuscript/202506.2443 Multi-Objective Optimization of a Hybrid Renewable Energy System Using Electromagnetic Frequency... This paper presents a multi-objective optimization approach for the design of a hybrid renewable energy generation system (HRES) composed of photovoltaic (PV)... multi objective optimizationrenewable energy system https://www.amazon.science/publications/relevance-ranking Multi-objective relevance ranking - Amazon Science In this paper, we introduce an Augmented Lagrangian based method in a search relevance ranking algorithm to incorporate the multi-dimensional nature of... multi objectiverelevance rankingamazonscience https://impact.com/referral/multi-objective-b2b-referral-program/ Why You Need A Multi-Objective B2B Referral Program Apr 25, 2025 - Learn how multi-objective B2B referral programs boost engagement and drive conversions. Read this blog today. why youmulti objectiveneedb2breferral https://openreview.net/forum?id=9-sCrvMbL9 Offline Constrained Multi-Objective Reinforcement Learning via Pessimistic Dual Value Iteration |... In constrained multi-objective RL, the goal is to learn a policy that achieves the best performance specified by a multi-objective preference function under a... multi objectivereinforcement learningofflineconstrained https://pmc.ncbi.nlm.nih.gov/articles/PMC9960600/ Multi-Objective Genetic Algorithm for Cluster Analysis of Single-Cell Transcriptomes - PMC Cells are the basic building blocks of human organisms, and the identification of their types and states in transcriptomic data is an important and challenging... multi objectivegenetic algorithmcluster analysis https://aclanthology.org/2025.findings-emnlp.918/ MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on... Patara Trirat, Jae-Gil Lee. Findings of the Association for Computational Linguistics: EMNLP 2025. 2025. time series analysismulti objectivemonaqneuralarchitecture https://www.proquest.com/docview/2868478513?pq-origsite=gscholar&fromopenview=true&sourcetype=Dissertations%20&%20Theses New Frontiers in Adaptive Experimental Design for Multi-Objective Optimization - ProQuest Explore millions of resources from scholarly journals, books, newspapers, videos and more, on the ProQuest Platform. multi objective optimizationnew frontiersexperimental designadaptive https://www.inderscience.com/info/inarticle.php?artid=28042 Article: Efficient multi-objective genetic algorithm for hardware-software partitioning in embedded... Inderscience is a global company, a dynamic leading independent journal publisher disseminates the latest research across the broad fields of science,... multi objectivegenetic algorithm https://www.amazon.science/publications/federated-multi-objective-learning Federated multi-objective learning - Amazon Science In recent years, multi-objective optimization (MOO) emerges as a foundational problem underpinning many multi-agent multi-task learning applications. However,... multi objectivelearning amazonfederatedscience https://www.imperial.ac.uk/structural-biomechanics/projects/optimisation/multiobjective-optimisation/ Multi-objective optimisation of scaffold design | Research groups | Imperial College London The functional requirements for Bone Tissue Engineering (BTE) scaffolds vary greatly between cases and there is a compelling argument in favour of de... multi objectivedesign researchimperial collegeoptimisationscaffold https://openreview.net/forum?id=NSLB77Xcg4&referrer=%5Bthe%20profile%20of%20Yupeng%20Hou%5D(%2Fprofile%3Fid%3D~Yupeng_Hou1) Unlocking Decoding-time Controllability: Gradient-Free Multi-Objective Alignment with Contrastive... The task of multi-objective alignment aims at balancing and controlling the different alignment objectives (e.g., helpfulness, harmlessness and honesty) of... gradient freemulti objectiveunlockingdecodingtime https://www.unsw.edu.au/canberra/our-research/phd-study-opportunities/agent-based-evolutionary-algorithms-for-solving-constrained-mult Agent based evolutionary algorithms for solving constrained multi-objective optimization problems multi objective optimizationagent basedevolutionary algorithms https://openreview.net/forum?id=bm1JVsVZVu Adaptive Stochastic Gradient Algorithm for Black-box Multi-Objective Learning | OpenReview Multi-objective optimization (MOO) has become an influential framework for various machine learning problems, including reinforcement learning and multi-task... black boxmulti objectiveadaptivestochasticgradient https://openreview.net/forum?id=sDGafRLNQa Multi-Objective Causal Bayesian Optimization | OpenReview In decision-making problems, the outcome of an intervention often depends on the causal relationships between system components and is highly costly to... multi objectivebayesian optimizationcausalopenreview https://openreview.net/forum?id=uoG1fLIK2s Sample-efficient Multi-objective Molecular Optimization with GFlowNets | OpenReview Many crucial scientific problems involve designing novel molecules with desired properties, which can be formulated as a black-box optimization problem over... multi objectivesampleefficientmolecularoptimization https://deepai.org/publication/learning-interpretable-models-through-multi-objective-neural-architecture-search Learning Interpretable Models Through Multi-Objective Neural Architecture Search | DeepAI Dec 16, 2021 - 12/16/21 - Monumental advances in deep learning have led to unprecedented achievements across a multitude of domains. While the performance o... neural architecture searchinterpretable modelsmulti objectivelearningdeepai https://www.dcu.ie/research-publication/multi-objective-property-optimisation-phosphoserine-modified-calcium-phosphate Multi-objective property optimisation of a phosphoserine-modified calcium phosphate cement for... calcium phosphate cementmulti objective https://www.utwente.nl/en/et/cem/groups/ts/projects/Finished-PhD-and-EngD-projects/Multi-objective%20road%20pricing.%20Multi-level%20optimization%20and%20game%20theoretical%20approach/ Multi-objective road pricing. Multi-level optimization and game theoretical approach | Finished PhD... multi objectiveroad pricing https://www.tensorflow.org/agents/api_docs/python/tf_agents/bandits/policies/greedy_multi_objective_neural_policy Module: tf_agents.bandits.policies.greedy_multi_objective_neural_policy | TensorFlow Agents Policy for greedy multi-objective prediction. multi objectivemoduletfagentsbandits https://www.mdpi.com/2073-8994/14/2/221 Multi-Objective Path-Decision Model of Multimodal Transport Considering Uncertain Conditions and... To develop low-carbon transport and promote sustainable economic development, this paper took the uncertainty in highway transport speed and transshipment time... multi objectivedecision model https://www.mdpi.com/2071-1050/11/9/2619 Multi-Objective Service Selection and Scheduling with Linguistic Preference in Cloud Manufacturing Service management in cloud manufacturing (CMfg), especially the service selection and scheduling (SSS) problem has aroused general attention due to its broad... multi objective https://openreview.net/forum?id=JmtGKrqH9E&referrer=%5Bthe%20profile%20of%20Xiaohang%20Tang%5D(%2Fprofile%3Fid%3D~Xiaohang_Tang1) Robust Multi-Objective Controlled Decoding of Large Language Models | OpenReview We introduce Robust Multi-Objective Decoding (RMOD), a novel inference-time algorithm that robustly aligns Large Language Models (LLMs) to multiple human... large language modelsmulti objectiverobustcontrolleddecoding https://openreview.net/forum?id=mLyyB4le5u ParetoFlow: Guided Flows in Multi-Objective Optimization | OpenReview In offline multi-objective optimization (MOO), we leverage an offline dataset of designs and their associated labels to simultaneously minimize multiple... multi objective optimizationguidedflowsopenreview https://www.nvidia.com/en-us/on-demand/session/gtcspring22-s42373/ Multi-objective Optimization to Boost Exploration in Recommender Systems S42373 | GTC Digital... Recommender systems are the backbone of personalized services that provide tailored experiences to individual users multi objective optimization https://www.inderscience.com/info/inarticle.php?artid=145943 Article: Multi-objective scheduling of industrial intelligent manufacturing workshops based on... Inderscience is a global company, a dynamic leading independent journal publisher disseminates the latest research across the broad fields of science,... multi objectiveintelligent manufacturingarticlescheduling https://openreview.net/forum?id=iH7mSOTR4q Preference Conditioned Multi-Objective Reinforcement Learning: Decomposed, Diversity-Driven Policy... Multi-objective reinforcement learning (MORL) aims to optimize policies in environments with multiple, often conflicting objectives. While a single,... multi objectivereinforcement learningpreferenceconditioneddecomposed https://openreview.net/forum?id=PvDY71zKsvP Min-Max Multi-objective Bilevel Optimization with Applications in Robust Machine Learning |... We study a generic min-max bilevel multi-objective optimization framework with novel theoretical analysis and applications in representation learning and... min maxmulti objectivebilevel optimization https://www.amazon.science/publications/offline-multi-objective-optimization-omoo-in-search-page-layout-optimization-using-off-policy-evaluation Offline multi-objective optimization (OMOO) in search page layout optimization using off-policy... E-commerce stores typically test changes to ranking algorithms through rigorous A/B testing which requires a change to satisfy some predefined success criteria... multi objective optimizationin search https://www.amazon.science/publications/multi-objective-ranking-with-directions-of-preferences Multi-objective ranking with directions of preferences - Amazon Science Recently, gradient based multi-objective optimization methods have been developed to find models that are aligned with preference directions (MOO-PD) in... multi objectiverankingdirectionspreferencesamazon https://www.inderscience.com/info/inarticle.php?artid=72736 Article: Multi-objective model for intelligence evaluation and selection of enterprise systems... Inderscience is a global company, a dynamic leading independent journal publisher disseminates the latest research across the broad fields of science,... evaluation and selectionmulti objective https://openreview.net/forum?id=AJ80vHwGTn Multi-objective Hyperparameter Optimization in the Age of Deep Learning | OpenReview multi objectivehyperparameter optimizationin theage ofdeep learning https://www.inderscience.com/info/inarticle.php?artid=44509 Article: Neural network modelling and multi objective optimisation of electrical discharge diamond... Inderscience is a global company, a dynamic leading independent journal publisher disseminates the latest research across the broad fields of science,... neural networkmulti objective https://aclanthology.org/2022.sdp-1.9/ Multi-objective Representation Learning for Scientific Document Retrieval - ACL Anthology Mathias Parisot, Jakub Zavrel. Proceedings of the Third Workshop on Scholarly Document Processing. 2022. multi objectiverepresentation learningscientific documentretrievalacl https://openreview.net/forum?id=9mjZ800m7Y Multi-objective Differentiable Neural Architecture Search | OpenReview Pareto front profiling in multi-objective optimization (MOO), i.e., finding a diverse set of Pareto optimal solutions, is challenging, especially with... neural architecture searchmulti objectivedifferentiableopenreview https://www.easychair.org/publications/preprint/jVr5 Multi-Objective Green Optimization for Energy Cellular Networks Using Particle Swarm Optimization... multi objectivefor energycellular networksgreenoptimization https://www.mdpi.com/2071-1050/14/6/3649 Multi-Objective Water Planning in a Poor Water Data Region: Aragvi River Basin Water resources planning in regions with sufficient data continuity and quality is complex, but in regions with poor water data, the task is further... multi objectivewater planning https://openreview.net/forum?id=FdzJ5TnVd7 Efficient Approximate Search for Multi-Objective Multi-Agent Path Finding | OpenReview The Multi-Objective Multi-Agent Path Finding (MO-MAPF) problem is the problem of computing collision-free paths for a team of agents while considering multiple... approximate searchmulti objectivepath findingefficientagent https://arxiv.org/abs/2304.06675v1 [2304.06675v1] A Learnheuristic Approach to A Constrained Multi-Objective Portfolio Optimisation... Abstract page for arXiv paper 2304.06675v1: A Learnheuristic Approach to A Constrained Multi-Objective Portfolio Optimisation Problem multi objective2304approach https://ideas.repec.org/a/eee/energy/v283y2023ics0360544223019618.html Comparative performance evaluation of multi-objective optimized desiccant wheels coated with... Downloadable (with restrictions)! Metal-organic frameworks have been introduced as promising alternative materials to improve the performance of conventional... performance evaluationmulti objectivecomparative https://www.mdpi.com/2073-4441/9/5/322 A Multi-Objective Chance-Constrained Programming Approach for Uncertainty-Based Optimal Nutrients... A multi-objective chance-constrained programming integrated with Genetic Algorithm and robustness evaluation methods was proposed to weigh the conflict between... multi objective https://www.eib.org/en/projects/all/20150616 CSOB CZ MULTI - OBJECTIVE MBIL Loan for financing small and medium scale projects promoted primarily by SMEs, MidCaps and other eligible public and private entities in the Czech Republic. multi objectivecsobcz https://openreview.net/forum?id=RTyxlEF0bJ&referrer=%5Bthe%20profile%20of%20Ahmad%20Ghasemi%5D(%2Fprofile%3Fid%3D~Ahmad_Ghasemi2) Multi-Objective Channel Allocation in Cognitive Radio Networks | OpenReview This paper addresses the problem of channel allocation in Cognitive Radio (CR) networks. CR has been considered as a technology which improves spectrum... cognitive radio networksmulti objectivechannel allocationopenreview https://openreview.net/forum?id=1u95DvUJjE Preference Explanation and Decision Support for Multi-Objective Real-World Test Laboratory... Complex real-world scheduling problems often include multiple conflicting objectives. Decision makers (DMs) can express their preferences over those objectives... decision support https://www.growkudos.com/publications/10.1049%25252Fiet-net.2020.0093/reader Multi-objective design of energy harvesting enabled wireless networks based on evolutionary genetic... Sustainable operation of energy-restrained wireless network services requires multiple objectives to be satisfied synchronously. Among these objectives,... https://arxiv.org/abs/2602.09960 [2602.09960] HAPS-RIS and UAV Integrated Networks: A Unified Joint Multi-objective Framework Abstract page for arXiv paper 2602.09960: HAPS-RIS and UAV Integrated Networks: A Unified Joint Multi-objective Framework https://www.southampton.ac.uk/research/projects/a-multi-task-multi-objective-decision-analytics-framework-for-predicting-at-risk A multi-task, multi-objective decision analytics framework for predicting at-risk mental states of... A multi-task, multi-objective decision analytics framework for predicting at-risk mental states of anxiety and depression.. https://deepai.org/publication/a-collective-knowledge-workflow-for-collaborative-research-into-multi-objective-autotuning-and-machine-learning-techniques A Collective Knowledge workflow for collaborative research into multi-objective autotuning and... Jan 19, 2018 - 01/19/18 - Developing efficient software and hardware has never been harder whether it is for a tiny IoT device or an Exascale supercomputer.... collective knowledgecollaborative research