Adobe Media and Data Science Research (MDSR) Laboratory
Adobe Media and Data Science Research (MDSR) Laboratory
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Advances in Citation Text Generation: Leveraging Multi-Source Seq2Seq Models and Large Language Models
Citation Text Generation (CTG) in scientific documents often relies on standard summarization techniques, which may not fully capture …
Avinash Anand
,
Ashwin Nair
,
Kritarth Prasad
,
Vrinda Narayan
,
Naman Lal
,
Debanjan Mahata
,
Yaman Kumar Singla
,
Rajiv Shah
PDF
Explain Like I am BM25: Interpreting a Dense Model's Ranked-List with a Sparse Approximation
Neural retrieval models (NRMs) have been shown to outperform their statistical counterparts owing to their ability to capture semantic …
Michael Llordes
,
Debasis Ganguly
,
Sumit Bhatia
,
Chirag Agarwal
PDF
Cite
DOI
One-Shot Doc Snippet Detection: Powering Search in Document Beyond Text
Active consumption of digital documents has yielded scope for research in various applications, including search. Traditionally, …
Abhinav Java
,
Shripad Deshmukh
,
Milan Aggarwal
,
Surgan Jandial
,
Mausoom Sarkar
,
Balaji Krishnamurthy
PDF
Automated Speech Scoring System Under The Lens: Evaluating and interpreting the linguistic cues for language proficiency
English proficiency assessments have become a necessary metric for filtering and selecting prospective candidates for both academia and …
Manraj Grover
,
Pakhi Bamdev
,
Yaman Kumar Singla
,
Payman Vafaee
,
Mika Hama
,
Rajiv Ratn Shah
PDF
Medical Dead-ends and Learning to Identify High-Risk States and Treatments
Machine learning has successfully framed many sequential decision making problems as either supervised prediction, or optimal …
Fatemi M.
,
Killian T.
,
Subramanian J.
,
Ghassemi M.
PDF
What Ails One-Shot Image Segmentation: A Data Perspective
One-shot image segmentation (OSS) methods enable semantic labeling of image pixels without supervised training using an extensive …
Mayur Hemani
,
Abhinav Patel
,
Tejas Shimpi
,
Anirudha Ramesh
,
Balaji Krishnamurthy
PDF
ZFlow: Gated Appearance Flow-based Virtual Try-on with 3D Priors
Image-based virtual try-on involves synthesizing perceptually convincing images of a model wearing a particular garment and has …
Ayush Chopra
,
Rishabh Jain
,
Mayur Hemani
,
Balaji Krishnamurthy
PDF
Attributional Robustness Training using Input-Gradient Spatial Alignment
Interpretability is an emerging area of research in trustworthy machine learning. Safe deployment of machine learning system mandates …
Mayank Singh
,
Nupur Kumari
,
Puneet Mangla
,
Abhishek Sinha
,
Vineeth N Balasubramanian
,
Balaji Krishnamurthy
PDF
Harnessing GANs for Zero-shot Learning of New Classes in Visual Speech Recognition
Visual Speech Recognition (VSR) is the process of recognizing or interpreting speech by watching the lip movements of the speaker. …
Yaman Kumar Singla
,
Dhruva Sharawat
,
Shubham Maheshwari
,
Debanjan Mahata
,
Rajiv Ratn Shah
,
Yifang Yin
,
Roger Zimmermann
,
Amanda Stent
PDF
Learning based Methods for Code Runtime Complexity Prediction
Predicting the runtime complexity of a programming code is an arduous task. In fact, even for humans, it requires a subtle analysis and …
Jagriti Sikka
,
Kushal Satya
,
Yaman Kumar Singla
,
Shagun Uppal
,
Rajiv Ratn Shah
,
Roger Zimmermann
PDF
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