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06/28/2023
MultiZoo MultiBench: A Standardized Toolkit for Multimodal Deep Learning
Learning multimodal representations involves integrating information fro...
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06/07/2023
Multimodal Learning Without Labeled Multimodal Data: Guarantees and Applications
In many machine learning systems that jointly learn from multiple modali...
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06/07/2023
Multimodal Fusion Interactions: A Study of Human and Automatic Quantification
Multimodal fusion of multiple heterogeneous and interconnected signals i...
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04/11/2023
CamDiff: Camouflage Image Augmentation via Diffusion Model
The burgeoning field of camouflaged object detection (COD) seeks to iden...
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02/23/2023
Quantifying Modeling Feature Interactions: An Information Decomposition Framework
The recent explosion of interest in multimodal applications has resulted...
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02/20/2023
Dynamic Graph Neural Network with Adaptive Edge Attributes for Air Quality Predictions
Air quality prediction is a typical spatio-temporal modeling problem, wh...
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07/15/2021
MultiBench: Multiscale Benchmarks for Multimodal Representation Learning
Learning multimodal representations involves integrating information fro...
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11/19/2020
Interpretable and Transferable Models to Understand the Impact of Lockdown Measures on Local Air Quality
The COVID-19 related lockdown measures offer a unique opportunity to und...
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12/18/2019