Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Social Agents: Collective Intelligence Improves LLM Predictions
In human society, collective decision making has often outperformed the judgment of individuals. Classic examples range from estimating …
Aanisha Bhattacharyya
,
Abhilekh Borah
,
Yaman Kumar Singla
,
Rajiv Ratn Shah
,
Changyou Chen
,
Balaji Krishnamurthy
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Unsupervised Memorability Modeling from Tip-of-the-Tongue Retrieval Queries
Visual content memorability has intrigued the scientific community for decades, with applications ranging widely, from understanding …
Sree Bhattacharyya
,
Yaman Kumar Singla
,
Sudhir Yarram
,
Somesh Singh
,
S I Harini
,
James Z. Wang
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SPRO: Improving Image Generation via Self-Play
Recent advances in diffusion models have dramatically improved image fidelity and diversity. However, aligning these models with …
Ritika Jha
,
Aanisha Bhattacharyya
,
Yaman Kumar Singla
,
Rajiv Ratn Shah
,
Changyou Chen
,
Balaji Krishnamurthy
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Project
Measuring And Improving Engagement of Text-to-Image Generation Models
Recent advances in text-to-image generation have achieved impressive aesthetic quality, making these models usable for both personal …
Varun Khurana
,
Yaman Kumar Singla
,
Jayakumar Subramanian
,
Changyou Chen
,
Rajiv Ratn Shah
,
Zhiqiang Xu
,
Balaji Krishnamurthy
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Long-Term Ad Memorability: Understanding & Generating Memorable Ads
Despite the importance of long-term memory in marketing and brand building, until now, there has been no large-scale study on the …
S I Harini
,
Somesh Singh
,
Yaman Kumar Singla
,
Aanisha Bhattacharyya
,
Veeky Baths
,
Changyou Chen
,
Rajiv Ratn Shah
,
Balaji Krishnamurthy
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Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior
Shannon and Weaver’s seminal information theory divides communication into three levels: technical, semantic, and effectiveness. While …
Ashmit Khandelwal
,
Aditya Agrawal
,
Aanisha Bhattacharyya
,
Yaman Kumar Singla
,
Somesh Singh
,
Uttaran Bhattacharya
,
Ishita Dasgupta
,
Stefano Petrangeli
,
Rajiv Ratn Shah
,
Changyou Chen
,
Balaji Krishnamurthy
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Slides
Video
A Video Is Worth 4096 Tokens: Verbalize Videos To Understand Them In Zero Shot
Multimedia content, such as advertisements and story videos, exhibit a rich blend of creativity and multiple modalities. They …
Aanisha Bhattacharyya
,
Yaman Kumar Singla
,
Balaji Krishnamurthy
,
Changyou Chen
,
Rajiv Ratn Shah
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Video
Synthesizing Human Gaze Feedback for Improved NLP Performance
Integrating human feedback in models can improve the performance of natural language processing (NLP) models. Feedback can be either …
Varun Khurana
,
Yaman Kumar Singla
,
Nora Hollenstein
,
Rajesh Kumar
,
Balaji Krishnamurthy
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