Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Harmonized Banner Creation from Multimodal Design Assets
Designing aesthetically pleasing single-page graphic designs (”banners”) that appeal to the target recipients is non-trivial and …
Praneetha Vaddamanu
,
Vinay Aggarwal
,
Bhanu Prakash Reddy Guda
,
Balaji Vasan Srinivasan
,
Niyati Chhaya
PDF
LM-CORE: Language Models with Contextually Relevant External Knowledge
Large transformer-based pre-trained language models have achieved impressive performance on a variety of knowledge-intensive tasks and …
Rachit Bansal
,
Jivat Meet Kaur
,
Milan Aggarwal
,
Sumit Bhatia
,
Balaji Krishnamurthy
PDF
Minimal: Mining Models for Universal Adversarial Triggers
It is well known that natural language models are vulnerable to adversarial attacks, which are mostly input-specific in nature. …
Yaman Kumar Singla
,
Swapnil Parekh
,
Somesh Singh
,
Changyou Chen
,
Balaji Krishnamurthy
,
Rajiv Ratn Shah
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NeurTEx: A Neural Framework for Template Extraction from Flat Images
With the increasing demands of digital creation, a creative user often starts by looking for inspirational resources online. Once they …
Vinay Aggarwal
,
Praneetha Vaddamanu
,
Bhanu Prakash Reddy Guda
,
Balaji Vasan Srinivasan
,
Niyati Chhaya
,
Vishwa Vinay
PDF
SAC: Semantic Attention Composition for Text-Conditioned Image Retrieval
The ability to efficiently search for images is essential for improving the user experiences across various products. Incorporating …
Surgan Jandial
,
Ayush Chopra
,
Pinkesh Badjatiya
,
Pranit Chawla
,
Mausoom Sarkar
,
Balaji Krishnamurthy
PDF
SARC: Soft Actor Retrospective Critic
The two-time scale nature of SAC, which is an actor-critic algorithm, is characterised by the fact that the critic estimate has not …
Sukriti Verma
,
Jayakumar Subramanian
,
Ayush Chopra
,
Nikaash Puri
,
Mausoom Sarkar
,
Piyush Gupta
,
Balaji Krishnamurthy
PDF
SHERLock: Self-Supervised Hierarchical Event Representation Learning
Temporal event representations are an essential aspect of learning among humans. They allow for succinct encoding of the experiences we …
Sumedh Sontakke
,
Sumegh Roychowdury
,
Mausoom Sarkar
,
Nikaash Puri
,
Balaji Krishnamurthy
,
Laurent Itti
PDF
Span Classification with Structured Information for Disfluency Detection in Spoken Utterances
Existing approaches in disfluency detection focus on solving a token-level classification task for identifying and removing …
Sreyan Ghosh
,
Sonal Kumar
,
Yaman Kumar Singla
,
Rajiv Ratn Shah
,
S Umesh
PDF
Status-quo policy gradient in Multi-Agent Reinforcement Learning
Individual rationality, which involves maximizing expected individual returns, does not always lead to high-utility individual or group …
Pinkesh Badjatiya
,
Mausoom Sarkar
,
Nikaash Puri
,
Jayakumar Subramanian
,
Abhishek Sinha
,
Siddharth Singh
,
Balaji Krishnamurthy
PDF
Text simplification for legal domain:{i} nsights and challenges
Legal documents such as contracts contain complex and domain-specific jargons, long and nested sentences, and often present with …
Aparna Garimella
,
Abhilasha Sancheti
,
Vinay Aggarwal
,
Ananya Ganesh
,
Niyati Chhaya
,
Nanda Kambhatla
PDF
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