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05/24/2023
Cream: Visually-Situated Natural Language Understanding with Contrastive Reading Model and Frozen Large Language Models
Advances in Large Language Models (LLMs) have inspired a surge of resear...
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07/21/2022
Grounding Visual Representations with Texts for Domain Generalization
Reducing the representational discrepancy between source and target doma...
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07/07/2022
An Embedding-Dynamic Approach to Self-supervised Learning
A number of recent self-supervised learning methods have shown impressiv...
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03/10/2022
DEER: Detection-agnostic End-to-End Recognizer for Scene Text Spotting
Recent end-to-end scene text spotters have achieved great improvement in...
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02/23/2022
Semi-Structured Query Grounding for Document-Oriented Databases with Deep Retrieval and Its Application to Receipt and POI Matching
Semi-structured query systems for document-oriented databases have many ...
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11/30/2021
Donut: Document Understanding Transformer without OCR
Understanding document images (e.g., invoices) has been an important res...
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04/20/2021
SelfReg: Self-supervised Contrastive Regularization for Domain Generalization
In general, an experimental environment for deep learning assumes that t...
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02/17/2021
Domain Generalization Needs Stochastic Weight Averaging for Robustness on Domain Shifts
Domain generalization aims to learn a generalizable model to unseen targ...
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05/01/2020
Syntactic Question Abstraction and Retrieval for Data-Scarce Semantic Parsing
Deep learning approaches to semantic parsing require a large amount of l...
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05/01/2020
Spatial Dependency Parsing for 2D Document Understanding
Information Extraction (IE) for document images is often approached as a...
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02/04/2019
