BetaCitation Atlas

RESEARCH PAPER · Digital Discovery · 2023

What is missing in autonomous discovery: open challenges for the community

Phillip M. Maffettone, Pascal Friederich, Sterling G. Baird, Ben J. Blaiszik, Keith A. Brown, Stuart I. Campbell, Orion Cohen, Rebecca L. Davis, Ian T Foster, Navid Haghmoradi, Mark Hereld, Howie Joress, Nicole Jung, Ha-Kyung Kwon, Gabriella Pizzuto, Jacob Rintamaki, Casper Steinmann, Luca Torresi, Shijing Sun

Read original paper ↗

See where this research leads.

44 direct citing papers in this saved network. Explore the next layer with second-order citations.

Open in your workspace →Saved 2026-10-14 · complete coverage
Filter Citing Papers
Press Enter or comma to add · × to remove · searches titles and available abstracts
Journals
All journals
Most represented first · select one or more
Explore Terms In These PapersHide SuggestionsShow Suggestions

Original and current center papers stay visible as anchors.
Numbers show citations received
42 direct citing works

What is missing in autonomous discovery: open challenges for the communityOriginalAI can only produce artificial creativity182Data-Driven Exploration of Silver Nanoplate Formation inMultidimensional Chemical Design Spaces1Event-driven data management with cloud computing for extensible materials acceleration platforms8Autonomous laboratories for accelerated materials discovery: a community survey and practical insights33Autonomous millimeter scale high throughput battery research system12The future of self-driving laboratories: from human in the loop interactive AI to gamification102Autonomous millimeter scale high throughput battery research system (Auto-MISCHBARES)0Autonomous millimeter scale high throughput battery research system (Auto-MISCHBARES)1Autonomous millimeter scale high throughput battery research system (Auto-MISCHBARES)0AI for Technoscientific Discovery: A Human-Inspired Architecture7Accurate, Uncertainty-Aware Classification of Molecular Chemical Motifs from Multimodal X-ray Absorption Spectroscopy12A workflow management system for reproducible and interoperable high-throughput self-driving experiments9Facile Integration of Robots into Experimental Orchestration at Scientific User Facilities1The advancement of artificial intelligence in biomedical research and health innovation: challenges and opportunities in emerging economies79Integration of artificial intelligence and big data in materials science: New paradigms and scientific discoveries2Engineering a Sustainable Future: Harnessing Automation, Robotics, and Artificial Intelligence with Self-Driving Laboratories42High Throughput Characterization of Organic Thin Film Transistors18The Dawn of a New Pharmaceutical Epoch: Can AI and Robotics Reshape Drug Formulation?23Accelerating Laboratory Automation Through Robot Skill Learning For Sample Scraping*12ASMI: An automated, low-cost indenter for soft matter7Management of experimental workflows in robotic cultivation platforms7OCTOPUS: operation control system for task optimization and job parallelization via a user-optimal scheduler12Development of aluminum oxide slurries for additive manufacturing by Bayesian optimization4A property graph schema for automated metadata capture, reproducibility and knowledge discovery in high-throughput bioprocess development5Conceptual Foundations for Scientific Audit Trails in Materials AI Systems0Democratizing self-driving labs: advances in low-cost 3D printing for laboratory automation25Robotic integration for end-stations at scientific user facilities5AI-Driven Pedagogy for the Cyber Nomad Generation-Redefining Learning in the Third Millennium4Science acceleration and accessibility with self-driving labs83PQPAS: A High-Accuracy Pneumatic Quantitative Powder Auto-Sampling Workstation0Emergent properties and the multiscale characterization challenge in condensed matter, from crystals to complex materials: a review9Inconsistent Reasoning Attacks to Identify Weaknesses in Automatic Scientific Claim Verification Tools0Improving Counterfactual Truthfulness for Molecular Property Prediction Through Uncertainty Quantification0Exocortex Network for AI-Augmented Human-Led Scientific Expedition1Simple rules for simple models1Artificial Intelligence-Guided Pulsed Synthesis of Zinc Oxide Nanostructures on Thin Metal Shells4Latest trends in chemical processes and thermal engineering0Multi-stage Bayesian optimisation for dynamic decision-making in self-driving labs1Navigating the landscape of modular reconfigurable laboratory automation in chemistry1Toward self-driving laboratory 2.0 for chemistry and materials discovery15The ADePT framework for assessing autonomous laboratory robotics8Toward Unified Autonomous Scattering Experiments: A Cross-Facility Case Study at ALS and PETRA III0LLMs, RAG systems, and agents in crystalline materials discovery and characterization: A systematic review0A Self‐Driving Lab for Solution‐Processed Electrochromic Thin Films0

Arrows point to the paper being cited. Selecting a paper shows its incoming citations and its known path back to the original paper.

Drag to pan · Use + / − to zoom · Escape to close43 nodes / 53 citation links
Browse Matching Papers

Papers that cite this work

44 direct citing papers saved.

  1. AI can only produce artificial creativity

    Journal of Creativity · 2023-08-25

    Mark A. Runco

    Read original paper ↗ ·

  2. Data-Driven Exploration of Silver Nanoplate Formation inMultidimensional Chemical Design Spaces

    ChemRxiv · 2023-08-28

    Huat Thart Chiang, Kiran Vaddi, Lilo D. Pozzo

    Read original paper ↗ ·

  3. Event-driven data management with cloud computing for extensible materials acceleration platforms

    Digital Discovery · 2023-12-21

    Michael J. Statt, Brian A. Rohr, Dan Guevarra, Santosh K. Suram, John M. Gregoire

    Read original paper ↗ ·

  4. Autonomous laboratories for accelerated materials discovery: a community survey and practical insights

    Digital Discovery · 2024-01-01

    Linda Hung, Joyce A. Yager, Danielle R. Monteverde, Dave Baiocchi, Ha-Kyung Kwon, Shijing Sun, Santosh K. Suram

    Read original paper ↗ ·

  5. Autonomous millimeter scale high throughput battery research system

    Digital Discovery · 2024-01-01

    Fuzhan Rahmanian, Stefan Fuchs, Bojing Zhang, Maximilian Fichtner, Helge Sören Stein

    Read original paper ↗ ·

  6. The future of self-driving laboratories: from human in the loop interactive AI to gamification

    Digital Discovery · 2024-01-01

    Holland E. Hysmith, Elham Foadian, Shakti P. Padhy, Sergei V. Kalinin, R. G. Moore, Olga S. Ovchinnikova, Mahshid Ahmadi

    Read original paper ↗ ·

  7. Autonomous millimeter scale high throughput battery research system (Auto-MISCHBARES)

    ChemRxiv · 2024-01-02

    Fuzhan Rahmanian, Stefan Fuchs, Maximilian Fichtner, Helge Sören Stein

    Read original paper ↗ ·

  8. Autonomous millimeter scale high throughput battery research system (Auto-MISCHBARES)

    ChemRxiv · 2024-01-08

    Fuzhan Rahmanian, Stefan Fuchs, Maximilian Fichtner, Helge Sören Stein

    Read original paper ↗ ·

  9. Autonomous millimeter scale high throughput battery research system (Auto-MISCHBARES)

    ChemRxiv · 2024-01-10

    Fuzhan Rahmanian, Stefan Fuchs, Bojing Zhang, Maximilian Fichtner, Helge Sören Stein

    Read original paper ↗ ·

  10. AI for Technoscientific Discovery: A Human-Inspired Architecture

    Journal of Creativity · 2024-02-08

    Jeff Y. Tsao, R.G. Abbott, Douglas Cale Crowder, Saaketh Desai, Rémi Dingreville, James Elliott Fowler, A. Garland, Prasad P. Iyer, J. Murdock, Scott Steinmetz, K.A. Yarritu, C. Mark Johnson, David John Stracuzzi

    Read original paper ↗ ·

  11. Accurate, Uncertainty-Aware Classification of Molecular Chemical Motifs from Multimodal X-ray Absorption Spectroscopy

    The Journal of Physical Chemistry A · 2024-02-28

    Matthew R. Carbone, Phillip M. Maffettone, Xiaohui Qu, Shinjae Yoo, Deyu Lu

    Read original paper ↗ ·

  12. A workflow management system for reproducible and interoperable high-throughput self-driving experiments

    Computers & Chemical Engineering · 2024-05-09

    Federico Martín Mione, Lucas Kaspersetz, Martin Francisco Luna, Judit Aizpuru, Randolf Scholz, M. Borisyak, Annina Kemmer, Marie‐Therese Schermeyer, Ernesto Carlos Martinez, Peter B. Neubauer, Mariano Nicolás Cruz Bournazou

    Read original paper ↗ ·

  13. Facile Integration of Robots into Experimental Orchestration at Scientific User Facilities

    Proceedings - IEEE International Conference on Robotics and Automation/Proceedings · 2024-05-13

    Chandima Fernando, Daniel Olds, Stuart I. Campbell, Phillip M. Maffettone

    Read original paper ↗ ·

  14. The advancement of artificial intelligence in biomedical research and health innovation: challenges and opportunities in emerging economies

    Globalization and Health · 2024-05-21

    Renan Gonçalves Leonel da Silva

    Read original paper ↗ ·

  15. Integration of artificial intelligence and big data in materials science: New paradigms and scientific discoveries

    Chinese Science Bulletin (Chinese Version) · 2024-07-05

    Shuai Yang, Jianjun Liu, Fan Jin, Ying Lu

    Read original paper ↗ ·

  16. Engineering a Sustainable Future: Harnessing Automation, Robotics, and Artificial Intelligence with Self-Driving Laboratories

    ACS Sustainable Chemistry & Engineering · 2024-08-06

    Sina Sadeghi, Richard B. Canty, Nikolai Mukhin, Jinge Xu, Fernando Delgado‐Licona, Milad Abolhasani

    Read original paper ↗ ·

  17. High Throughput Characterization of Organic Thin Film Transistors

    Advanced Materials · 2024-08-16

    Nicholas J. Dallaire, Nicholas T. Boileau, Ian Myers, Samantha Brixi, May Ourabi, Raluchukwu B. Ewenike, Rosemary R. Cranston, Halynne R. Lamontagne, Benjamin King, Bahar Ronnasi, Owen A. Melville, Joseph G. Manion, Benoit Hugo Lessard

    Read original paper ↗ ·

  18. The Dawn of a New Pharmaceutical Epoch: Can AI and Robotics Reshape Drug Formulation?

    Advanced Healthcare Materials · 2024-08-18

    Pauric Bannigan, Riley J. Hickman, Alán Aspuru‐Guzik, Christine J. Allen

    Read original paper ↗ ·

  19. Accelerating Laboratory Automation Through Robot Skill Learning For Sample Scraping*

    2022 IEEE 18th International Conference on Automation Science and Engineering (CASE) · 2024-08-28

    Gabriella Pizzuto, Hetong Wang, Hatem Fakhruldeen, Bei Peng, Kevin Sebastian Luck, Andrew Ian Cooper

    Read original paper ↗ ·

  20. ASMI: An automated, low-cost indenter for soft matter

    HardwareX · 2024-10-23

    Dylan List, Alan Gardner, Isabella Claure, Joyce Y Wong, Keith A. Brown

    Read original paper ↗ ·

  21. Management of experimental workflows in robotic cultivation platforms

    SLAS TECHNOLOGY · 2024-10-31

    Lucas Kaspersetz, Britta Englert, Fabian Krah, Ernesto Carlos Martinez, Peter B. Neubauer, Mariano Nicolás Cruz Bournazou

    Read original paper ↗ ·

  22. OCTOPUS: operation control system for task optimization and job parallelization via a user-optimal scheduler

    Nature Communications · 2024-11-08

    Hyuk Jun Yoo, Kwan‐Young Lee, Dong-Hun Kim, Sang Soo Han

    Read original paper ↗ ·

  23. Development of aluminum oxide slurries for additive manufacturing by Bayesian optimization

    Open Ceramics · 2024-11-19

    Johannes Schubert, Pascal Friederich, Benedikt Burchard, Frederik Zanger

    Read original paper ↗ ·

  24. A property graph schema for automated metadata capture, reproducibility and knowledge discovery in high-throughput bioprocess development

    Digital Discovery · 2025-01-01

    Federico Martín Mione, Martin Francisco Luna, Lucas Kaspersetz, Peter B. Neubauer, Ernesto Carlos Martinez, Mariano Nicolás Cruz Bournazou

    Read original paper ↗ ·

  25. Conceptual Foundations for Scientific Audit Trails in Materials AI Systems

    Journal of Artificial Intelligence for Materials Science · 2025-01-01

    Luis Herrera, Daniela Rojas, Andres Castro

    Read original paper ↗ ·

  26. Democratizing self-driving labs: advances in low-cost 3D printing for laboratory automation

    Digital Discovery · 2025-01-01

    Sayan Doloi, Maloy Das, Yujia Li, Zen Han Cho, Xingchi Xiao, John V. Hanna, Matthew Osvaldo, Leonard W. T. Ng

    Read original paper ↗ ·

  27. Robotic integration for end-stations at scientific user facilities

    Digital Discovery · 2025-01-01

    Chandima Fernando, Hailey Marcello, Jakub M. Wlodek, John Sinsheimer, Daniel Olds, Stuart I. Campbell, Phillip M. Maffettone

    Read original paper ↗ ·

  28. AI-Driven Pedagogy for the Cyber Nomad Generation-Redefining Learning in the Third Millennium

    Advances in computational intelligence and robotics book series · 2025-04-11

    Muhammad Usman Tariq

    Read original paper ↗ ·

  29. Science acceleration and accessibility with self-driving labs

    Nature Communications · 2025-04-24

    Richard B. Canty, Jeffrey A. Bennett, Keith A. Brown, Tonio Buonassisi, Sergei V. Kalinin, John R. Kitchin, Benji Maruyama, R. G. Moore, Joshua Schrier, Martin T. Seifrid, Shijing Sun, Tejs Vegge, Milad Abolhasani

    Read original paper ↗ ·

  30. PQPAS: A High-Accuracy Pneumatic Quantitative Powder Auto-Sampling Workstation

    Unknown journal · 2025-07-11

    Kaiyue Zheng, Bo Xin, Jiabao Zhao, Chunlin Chen

    Read original paper ↗ ·

  31. Emergent properties and the multiscale characterization challenge in condensed matter, from crystals to complex materials: a review

    Journal of Physics D Applied Physics · 2025-09-04

    Elisabetta Nocerino

    Read original paper ↗ ·

  32. Inconsistent Reasoning Attacks to Identify Weaknesses in Automatic Scientific Claim Verification Tools

    Lecture notes in computer science · 2025-09-30

    Md Athikul Islam, Noel Ellison, Bishal Lakha, Edoardo Serra

    Read original paper ↗ ·

  33. Improving Counterfactual Truthfulness for Molecular Property Prediction Through Uncertainty Quantification

    Communications in computer and information science · 2025-10-18

    Jonas Teufel, Annika Leinweber, Pascal Friederich

    Read original paper ↗ ·

  34. Exocortex Network for AI-Augmented Human-Led Scientific Expedition

    Photon Science · 2025-10-22

    Esther H. R. Tsai, Kevin G. Yager

    Read original paper ↗ ·

  35. Simple rules for simple models

    Physics of Life Reviews · 2025-10-28

    Arnaud Messé, Claus Christian Hilgetag, M.‐Th. Hütt

    Read original paper ↗ ·

  36. Artificial Intelligence-Guided Pulsed Synthesis of Zinc Oxide Nanostructures on Thin Metal Shells

    Processes · 2025-11-20

    Serguei P. Murzin

    Read original paper ↗ ·

  37. Latest trends in chemical processes and thermal engineering

    Elsevier eBooks · 2026-01-01

    G. Sriharan, Santhanam Harikrishnan, Hafiz Muhammad Ali

    Read original paper ↗ ·

  38. Multi-stage Bayesian optimisation for dynamic decision-making in self-driving labs

    Digital Discovery · 2026-01-01

    Luca Torresi, Pascal Friederich

    Read original paper ↗ ·

  39. Navigating the landscape of modular reconfigurable laboratory automation in chemistry

    Digital Discovery · 2026-01-01

    Rodrigo Moreno, Jonas Jensen, Andrés Faíña, Kasper Støy

    Read original paper ↗ ·

  40. Toward self-driving laboratory 2.0 for chemistry and materials discovery

    Materials Horizons · 2026-01-01

    Heeseung Lee, Hyuk Jun Yoo, Hye Su Jang, Byeongho Park, Yang Jeong Park, Sang Soo Han

    Read original paper ↗ ·

  41. The ADePT framework for assessing autonomous laboratory robotics

    Communications Chemistry · 2026-02-20

    Pablo José Salazar Villacis, Brahim Benyahia

    Read original paper ↗ ·

  42. Toward Unified Autonomous Scattering Experiments: A Cross-Facility Case Study at ALS and PETRA III

    Photon Science · 2026-03-02

    Wiebke Koepp, Benedikt Sochor, Dylan McReynolds, Tanny Chávez, Marcus M. Noack, Raja Vyshnavi Sriramoju, Aidan H. Coffey, Yunfei Wang, Enno Henn, Anna Katharina Sambale, Eric Euchler, Damon English, F. Schlünzen, Eric G. Schaible, Chenhui Zhu, Sarathlal Koyiloth Vayalil, Stephan Volkher Roth, Alexander Hexemer

    Read original paper ↗ ·

  43. LLMs, RAG systems, and agents in crystalline materials discovery and characterization: A systematic review

    MRS Bulletin · 2026-04-24

    Joseph Oche Agada, Arpan Biswas

    Read original paper ↗ ·

  44. A Self‐Driving Lab for Solution‐Processed Electrochromic Thin Films

    Advanced Intelligent Systems · 2026-06-02

    Selma Dahms, Luca Torresi, Shahbaz Tareq Bandesha, Jan Hansmann, Holger Röhm, Alexander Colsmann, Marco Schott, Pascal Friederich

    Read original paper ↗ ·
Citation Atlas · A map of research, not a ranking.