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๐ ๐๐ซ๐๐ฌ๐๐ง๐ญ๐ข๐ง๐ ๐ ๐ฉ๐๐ฉ๐๐ซ ๐ข๐ฌ ๐๐ง ๐๐ซ๐ญ!๐ค ๐ค Ever felt that most presentation tools lack flexibility and creativity? ๐๐ฆ๐ณ๐ฆ๐ญ๐บ ๐ฆ๐น๐ต๐ณ๐ข๐ค๐ต๐ช๐ฏ๐จ ๐ค๐ฐ๐ฏ๐ต๐ฆ๐ฏ๐ต, ๐ง๐ฐ๐ณ๐ค๐ช๐ฏ๐จ ๐ณ๐ช๐จ๐ช๐ฅ ๐ฅ๐ฆ๐ด๐ช๐จ๐ฏ๐ด, ๐ข๐ฏ๐ฅ ๐ฅ๐ฆ๐ฎ๐ข๐ฏ๐ฅ๐ช๐ฏ๐จ ๐ฎ๐ข๐ฏ๐ถ๐ข๐ญ ๐ต๐ธ๐ฆ๐ข๐ฌ๐ด. ๐๐ฏ๐จ๐๐ซ๐๐ฌ๐๐ง๐ญ changes all of that! โจ EvoPresent is a self-optimizing framework that unites storytelling, design, and feedback to create effortless, engaging... show more
18,255 views โข 11 months ago โขvia X (Twitter)
11 Comments

๐งต1/N ๐ฅ If you're tired of traditional, one-dimensional presentation tools, EvoPresent breaks these limitations through self-optimization, improving both content expression and design beauty, making every presentation more engaging.

๐งต2/N The EvoPresent framework consists of 4 key modules, each continuously optimizing the presentation quality: 1โฃ Storyline Agent extracts key information from the paper and builds a clear, logical storyline. 2โฃ Scholar Agent enhances the academic content, making the presentation deeper and more insightful. 3โฃ Design Agent handles the slide layout and visual optimization, ensuring the perfect blend of content and design. 4โฃ Checker Agent evaluates both content and design, providing precise feedback to ensure continuous improvement of the presentation quality. ๐โจ

๐งต3/N: multi-task RL aesthetic model - PresAesth At its core is a multi-task reinforcement learning (RL) aesthetic model, PresAesth, focused on aesthetic scoring, defect correction, and comparison reasoning for slides. Through iterative evaluation and feedback on the design, PresAesth assesses the aesthetic quality of each slide, ensuring the visual design is both captivating and meets academic presentation standards. ๐จ๐

๐งต4/N: EvoPresent Benchmark To ensure the effectiveness of EvoPresent, we introduce a comprehensive evaluation framework, EvoPresent Bench, focusing on two main perspectives: 1โฃ Presentation Quality, which integrates data from 650 top AI papers and various formats (slides, videos, scripts) to assess content and design quality. 2โฃ Aesthetic Awareness, covering 2000+ slide pairs, focusing on aesthetic scoring, defect correction, and design comparison.

๐งต5/N: High-quality feedback is the key to EvoPresent's self-improvement. Each round of feedback helps the presentation improve continuously, enhancing both content and design with every iteration. Unlike other tools, EvoPresent's self- optimization mechanism rapidly enhances the presentation through ongoing feedback, making it more engaging with each update. ๐โจ

๐งต6/N Compared to traditional tools, EvoPresent excels in content consistency, design quality, and visual appeal. Through its self-feedback mechanism, EvoPresent continuously optimizes aesthetic and design elements, resulting in presentations that surpass other existing automated generation tools. ๐ฅ

Kudos to our students @liuchen02938149 (co-lead) and @Toby_Yang_7 (co-lead), @KaiwenZhou9, @YFan_UCSC, @zhenzhangzz, and our fantastic Uniphore collaborators Yanan Xie and @qi2peng2. Everything is open sourced and now you can effortlessly turn your paper into a video/slides presentation with ease! ๐Website: ๐๏ธPaper: ๐ปCode:

Very cool work! Will surely try it for my Neurips papers. Also very happy to see our Paper2Poster get followed up. @real_weipang @KevinQHLin

@real_weipang @KevinQHLin Thanks! Comment your paper here and we are happy to generate slides / video presentation for you! @liuchen02938149

@real_weipang @KevinQHLin @liuchen02938149 Working on camera ready lol

Congra. for the great work! The multi-task RL is amazing!! We recently also release a relevant work -- Paper2Video ( Let us work together to advance the AI-human co-scientist! ๐

