Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Publications
Collaborators
AesthetiQ: Enhancing Graphic Layout Design via Aesthetic-Aware Preference Alignment
Numerous pose-guided human editing methods have been explored by the vision community due to their extensive practical applications. …
Sohan Patnaik
,
Rishabh Jain
,
Balaji Krishnamurthy
,
Mausoom Sarkar
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Project
LLaVA Finds Free Lunch: Teaching Human Behavior Improves Content Understanding Abilities Of LLMs
Communication is defined as “Who says what to whom with what effect”. A message from a communicator generates downstream …
Somesh Singh
,
Harini SI
,
Yaman Kumar Singla
,
Veeky Baths
,
Rajiv Ratn Shah
,
Changyou Chen
,
Balaji Krishnamurthy
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Measuring and Improving Persuasiveness of Large Language Models
LLMs are increasingly being used in workflows involving generating content to be consumed by humans (e.g., marketing) and also in …
Somesh Singh
,
Yaman Kumar Singla
,
Harini SI
,
Balaji Krishnamurthy
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Code
Project
It Helps to Take a Second Opinion: Teaching Smaller LLMs To Deliberate Mutually via Selective Rationale Optimisation
Very large language models (LLMs) such as GPT-4 have shown the ability to handle complex tasks by generating and self-refining …
Sohan Patnaik
,
Milan Aggarwal
,
Sumit Bhatia
,
Balaji Krishnamurthy
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Code
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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AdQuestA: Knowledge-Guided Visual Question Answer Framework For Advertisements
In the rapidly evolving landscape of digital marketing, effective customer engagement through advertisements is crucial for brands. …
Neha Choudhary
,
Poonam Goyal
,
Devashish Siwatch
,
Atharva Chandak
,
Harsh Mahajan
,
Varun Khurana
,
Yaman Kumar Singla
PDF
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 …
Harini SI
,
Somesh Singh
,
Yaman Kumar Singla
,
Aanisha Bhattacharyya
,
Veeky Baths
,
Changyou Chen
,
Rajiv Ratn Shah
,
Balaji Krishnamurthy
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Code
Dataset
Project
ReEdit: Multimodal Exemplar-Based Image Editing using Diffusion Models
Modern Text-to-Image (T2I) Diffusion models have revolutionized image editing by enabling the generation of high-quality photorealistic …
Ashutosh Srivastava
,
Tarun Ram Menta
,
Abhinava Java
,
Avadhoot Jadhav
,
Silky Singh
,
Surgan Jandial
,
Balaji Krishnamurthy
PDF
POSIX: Prompt Sensitivity Index for Large Language Models
Despite their remarkable capabilities, Large Language Models (LLMs) are found to be surprisingly sensitive to minor variations in …
Anwoy Chatterjee
,
Kowndinya Renduchintala
,
Sumit Bhatia
,
Tanmoy Chakraborty
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Poster
Video
DOI
SMART: Submodular Data Mixture Strategy for Instruction Tuning
Instruction Tuning involves finetuning a language model on a collection of instruction-formatted datasets in order to enhance the …
Kowndinya Renduchintala
,
Sumit Bhatia
,
Ganesh Ramakrishnan
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Poster
Video
DOI
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