Improving the academic workflow: Introducing two AI agents for better figures and peer review

Academic research is advancing rapidly, and AI offers new ways to support it. A major challenge for researchers is creating effective visualizations for their work. While AI can write text, generating complex diagrams and plots is difficult. The peer review system is also strained by increasing paper submissions, leading to fatigue and inconsistent evaluations. Sophisticated AI systems are emerging as potential collaborators in the scientific process, not just subjects. To address these challenges, two novel AI frameworks have been developed: PaperVizAgent for academic figure generation and ScholarPeer for automated peer review. PaperVizAgent uses a multi-agent system to create publication-ready figures that outperform existing baselines. ScholarPeer acts as an expert reviewer, grounding its critiques in extensive literature and rigorous verification. These tools aim to reduce researchers' administrative burden, allowing them to focus on innovation. PaperVizAgent and ScholarPeer represent significant steps towards an AI-assisted research ecosystem.