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Liberata: Open-Source Academic Publishing with Incentive Structures for Peer Review and Replications (2025-2026)

This team explored how to improve the academic publishing system by creating stronger incentives for fair credit, high-quality peer review, and independent replication of research. Current publishing practices often rely on authorship order and journal prestige as measures of contribution and quality, while offering few incentives to verify published findings. To address these challenges, the team developed Liberata, an open-access publishing platform that uses game theory and marketplace-based incentives to improve transparency, accountability, and trust in scientific research. 

During the year, the team made substantial progress toward a beta release by building a fully functional publishing platform. The software supports paper submission, contribution-share assignments, peer review and replication marketplaces, and searchable literature with new research impact metrics. Team members also developed an automated model to estimate author contributions using a dataset of approximately 90,000 papers and 471,000 author records, created algorithms to identify qualified peer reviewers and detect potential collusion, and designed a user interface that makes complex academic content easier to navigate. 

The team also evaluated the platform's long-term sustainability and potential impact on research institutions. Members developed financial models, conducted stakeholder interviews, and created an outreach strategy to introduce the platform to researchers and universities. By replacing traditional authorship rankings with measurable contribution shares and introducing incentives for peer review and replication, Liberata aims to improve the fairness, transparency and reliability of academic publishing while providing new tools to support hiring, promotion and research funding decisions. 

Timing 

Fall 2025 – Spring 2026 

Team Outputs 

Presentation on algorithms (International Conference on Information and Computer Technologies; Honolulu, Hawaii; May 2026) 

Presentation (Future of Open Research; Munich, Germany; May 2026) 

Presentation (Open Innovation in Science; Copenhagen, Denmark; May 2026) 

White paper in progress 

 

Team Leaders

  • L. Catherine Brinson, Pratt School of Engineering: Mechanical Engineering & Materials Science
  • Patrick Prochazka, School of Medicine–MD Student
  • Han Zhang, Pratt School of Engineering–Ph.D. Student

Graduate Team Members

  • Yu Peng Chen, Master of Management Studies
  • Kabir Dhankhar, Master of Engineering Mgmt-MEG
  • Shivam Kanodia, Master of Management Studies
  • Laiba Naeem, Economics-AM
  • Alisha Reji, Master of Engineering Mgmt-MEG
  • Gavin Tabije, Master of Management Studies

Undergraduate Team Members

  • Kavishka Bartlett, Electrical & Computer Egr(BSE); Computer Science (BS2)
  • Iurii Beliaev, Computer Science (BS); Mathematics (AB2)
  • Charles Berman, Electrical & Computer Egr(BSE); Computer Science (BS2)
  • Bruce Cao, Computer Science (BS); Visual and Media Studies (AB2)
  • Lex Gu, Electrical & Computer Egr(BSE); Computer Science (BS2)
  • Aashiv Jain, Undeclared
  • Ronit Kapur, Physics (BS); Computer Science (BS2)
  • Imani Kwesi, Computer Science (BS); Mathematics (BS2)
  • Natalie Lai, Undeclared
  • Ian Laurence, Electrical & Computer Egr(BSE); Computer Science (BS2)
  • Amogh Manral, Computer Science (BS); Statistical Science (BS2)
  • Mihail Mircheski
  • Khanh Ha Nguyen Ngoc, DKU-Interdisciplinary Studies (BS)
  • Tung Bach Nguyen, DKU-Interdisciplinary Studies (BS)
  • Arjun Saha Choudhury, Electrical & Computer Egr(BSE); Computer Science (BS2)
  • Mayur Sekhar, Computer Science (BS); Mathematics (BS2)
  • Khanh Minh Tong, DKU-Interdisciplinary Studies (BA)
  • Sean Wan, DKU-Interdisciplinary Studies (BS)
  • Hanlin Wang, Electrical & Computer Egr(BSE); Physics (BS2)
  • Qianshuo Wang, DKU-Interdisciplinary Studies (BA)
  • Stella Wang
  • Derek Wang, Physics (BS); Mathematics (BS2)
  • Rohan Wilmot, Undeclared
  • Harshil Yerrabelli, Electrical & Computer Egr(BSE)
  • Eileen Zhang, Undeclared
  • Marilyn Zhao, Public Policy (AB)

Team Contributors

  • Shana McAlexander, Pratt School of Engineering: Mechanical Engineering & Materials Science
  • Tommy Sowers, Science & Society
  • Michael Waitzkin, Science & Society