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Accelerated discovery of 3D printing materials using data-driven multiobjective optimization

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Outgoing claims: the papers this work cites, builds on, or argues with.

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3D Printing of Scaffolds for Tissue Regeneration Applications
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UV‐Cured, Flexible, and Transparent Nanocomposite Coating with Remarkable Oxygen Barrier
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3D Printing of Interdigitated Li‐Ion Microbattery Architectures
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3D Printing of Customized Li‐Ion Batteries with Thick Electrodes
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Novel Materials for 3D Printing by Photopolymerization
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Efficient multiobjective optimization employing Gaussian processes, spectral sampling and a genetic algorithm
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A Crystallization Robot for Generating True Random Numbers Based on Stochastic Chemical Processes
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Piezoelectric micro-jet devices: A review
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Robot-Accelerated Perovskite Investigation and Discovery
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Polymers for 3D Printing and Customized Additive Manufacturing
inferredcites →https://doi.org/10.1023/a:1016044204168openalex-snapshot
Nano-CaCO3/polypropylene composites made with ultra-high-speed mixer
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Highly stretchable and tough hydrogels
inferredcites →https://doi.org/10.1038/nature21003openalex-snapshot
Printing soft matter in three dimensions
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Three-dimensional printing of transparent fused silica glass
inferredcites →https://doi.org/10.1038/nmat4089openalex-snapshot
Bioinspired structural materials
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Combining automated microfluidic experimentation with machine learning for efficient polymerization design
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3D printing of photopolymers
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Structure and Properties of Epoxy‐Based Layered Silicate Nanocomposites
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3D-printed upper limb prostheses: a review
inferredcites →https://doi.org/10.1109/4235.996017openalex-snapshot
A fast and elitist multiobjective genetic algorithm: NSGA-II
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Taking the Human Out of the Loop: A Review of Bayesian Optimization
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A Bayesian experimental autonomous researcher for mechanical design
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Self-driving laboratory for accelerated discovery of thin-film materials
inferredcites →https://doi.org/10.1126/science.aaa2397openalex-snapshot
Continuous liquid interface production of 3D objects
inferredcites →https://doi.org/10.1126/science.aab0129openalex-snapshot
A 3D-printed, functionally graded soft robot powered by combustion
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Handedness in shearing auxetics creates rigid and compliant structures
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Reconfigurable system for automated optimization of diverse chemical reactions
inferredcites →https://doi.org/10.1126/science.aav9750openalex-snapshot
Multivascular networks and functional intravascular topologies within biocompatible hydrogels
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Engineering a highly elastic human protein–based sealant for surgical applications
inferredcites →https://doi.org/10.1145/2984511.2984540openalex-snapshot
Metamaterial Mechanisms
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Reactive Inkjet Printing Approach Towards 3D Silicone Elastomeric Structures Fabrication
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A Guide through the Dental Dimethacrylate Polymer Network Structural Characterization and Interpretation of Physico-Mechanical Properties
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An Entropy Search Portfolio for Bayesian Optimization

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A Flexible Ranking-Based Competitive Swarm Optimizer for Large-Scale Continuous Multiobjective Optimization
inferred← citeshttps://doi.org/10.1115/1.4068429openalex-snapshot
Integrating Decision Trees and Clustering for Efficient Optimization of Bioink Rheology and 3D Bioprinted Construct Microenvironments
inferred← citeshttps://doi.org/10.1145/3721238.3730759openalex-snapshot
Data-Efficient Discovery of Hyperelastic TPMS Metamaterials with Extreme Energy Dissipation
inferred← citeshttps://doi.org/10.14314/polimery.2026.2.2openalex-snapshot
Strength of drone structural elements generated using artificial intelligence algorithms and manufactured from polymer materials using the MEX method
inferred← citeshttps://doi.org/10.14775/ksmpe.2025.24.10.044openalex-snapshot
Optimization of Annealing Time for PS/PMMA Electrosprayed Surfaces Using Bayesian Optimization
inferred← citeshttps://doi.org/10.1557/s43577-023-00476-wopenalex-snapshot
How to build an effective self-driving laboratory
inferred← citeshttps://doi.org/10.1557/s43577-026-01096-wopenalex-snapshot
Codesign of programmable materials across length scales and disciplines
inferred← citeshttps://doi.org/10.21203/rs.3.rs-10000984/v1openalex-snapshot
Knowledge-informed Bayesian optimization resolves multi-objective trade-offs in 3D printing photopolymers
inferred← citeshttps://doi.org/10.2139/ssrn.4682541openalex-snapshot
Physics Constrained Multi-Objective Bayesian Optimization to Accelerate 3d Printing of Thermoplastics
inferred← citeshttps://doi.org/10.2139/ssrn.4859664openalex-snapshot
Visualizing High Entropy Alloy Spaces: Methods and Best Practices
inferred← citeshttps://doi.org/10.26434/chemrxiv-2021-q9rc2openalex-snapshot
Quantum Mechanics Enables "Freedom of Design" in Molecular Property Space
inferred← citeshttps://doi.org/10.3389/fbioe.2025.1691972openalex-snapshot
Artificial intelligence-assisted organoid construction in congenital heart disease: current applications and future prospects
inferred← citeshttps://doi.org/10.3390/adhesives2010005openalex-snapshot
Machine Learning for Reactive Structural Adhesive Design: A Framework for Chemistry, Formulation, and Optimization
inferred← citeshttps://doi.org/10.3390/aimater1010002openalex-snapshot
Machine Learning-Assisted Polymer and Polymer Composite Design for Additive Manufacturing
inferred← citeshttps://doi.org/10.3390/app15105523openalex-snapshot
ML-Based Materials Evaluation in 3D Printing
inferred← citeshttps://doi.org/10.3390/gels11010045openalex-snapshot
Characterization and Machine Learning-Driven Property Prediction of a Novel Hybrid Hydrogel Bioink Considering Extrusion-Based 3D Bioprinting
inferred← citeshttps://doi.org/10.3390/ma14247625openalex-snapshot
Traditional Artificial Neural Networks Versus Deep Learning in Optimization of Material Aspects of 3D Printing
inferred← citeshttps://doi.org/10.3390/ma19132842openalex-snapshot
Accelerated Discovery of 3D Printing Calcium Sulphoaluminate Cement Composites Using Data-Driven Multi-Objective Optimization
inferred← citeshttps://doi.org/10.3390/mi15091064openalex-snapshot
Democratizing Microreactor Technology for Accelerated Discoveries in Chemistry and Materials Research
inferred← citeshttps://doi.org/10.3390/recycling9030043openalex-snapshot
Recent Advancements in Material Waste Recycling: Conventional, Direct Conversion, and Additive Manufacturing Techniques
inferred← citeshttps://doi.org/10.36227/techrxiv.21154537openalex-snapshot
Bayesian vs Evolutionary Optimisation in Exploring Pareto Fronts for Materials Discovery
inferred← citeshttps://doi.org/10.36227/techrxiv.21154537.v1openalex-snapshot
Bayesian vs Evolutionary Optimisation in Exploring Pareto Fronts for Materials Discovery
inferred← citeshttps://doi.org/10.68159/s759761095openalex-snapshot
Resource Allocation without Deliberation: Governance Structures in Autonomous Materials Experimentation
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