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09/13/2023
Language-Conditioned Observation Models for Visual Object Search
Object search is a challenging task because when given complex language ...
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07/31/2023
Guiding Image Captioning Models Toward More Specific Captions
Image captioning is conventionally formulated as the task of generating ...
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07/26/2023
Visual Instruction Inversion: Image Editing via Visual Prompting
Text-conditioned image editing has emerged as a powerful tool for editin...
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07/24/2023
On the Connection between Pre-training Data Diversity and Fine-tuning Robustness
Pre-training has been widely adopted in deep learning to improve model p...
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07/19/2023
Improving Multimodal Datasets with Image Captioning
Massive web datasets play a key role in the success of large vision-lang...
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04/27/2023
DataComp: In search of the next generation of multimodal datasets
Large multimodal datasets have been instrumental in recent breakthroughs...
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01/10/2023
From Plate to Prevention: A Dietary Nutrient-aided Platform for Health Promotion in Singapore
Singapore has been striving to improve the provision of healthcare servi...
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08/10/2022
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP
Web-crawled datasets have enabled remarkable generalization capabilities...
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08/10/2022
Detecting COVID-19 from digitized ECG printouts using 1D convolutional neural networks
The COVID-19 pandemic has exposed the vulnerability of healthcare servic...
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08/05/2022
A novel deep learning-based approach for sleep apnea detection using single-lead ECG signals
Sleep apnea (SA) is a type of sleep disorder characterized by snoring an...
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02/15/2022
On the Origins of the Block Structure Phenomenon in Neural Network Representations
Recent work has uncovered a striking phenomenon in large-capacity neural...
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04/05/2021
Lipstick ain't enough: Beyond Color Matching for In-the-Wild Makeup Transfer
Makeup transfer is the task of applying on a source face the makeup styl...
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03/01/2021
FineNet: Frame Interpolation and Enhancement for Face Video Deblurring
The objective of this work is to deblur face videos. We propose a method...
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11/30/2020
Robust and Private Learning of Halfspaces
In this work, we study the trade-off between differential privacy and ad...
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10/29/2020
Do Wide and Deep Networks Learn the Same Things? Uncovering How Neural Network Representations Vary with Width and Depth
A key factor in the success of deep neural networks is the ability to sc...
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07/09/2020
Concept Bottleneck Models
We seek to learn models that we can interact with using high-level conce...
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06/23/2020
Robot Object Retrieval with Contextual Natural Language Queries
Natural language object retrieval is a highly useful yet challenging tas...
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12/06/2019
Delegated Proof of Reputation: a novel Blockchain consensus
Consensus mechanism is the heart of any blockchain network. Many project...
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06/07/2019
Analyzing Social Media Data to Understand Consumers' Information Needs on Dietary Supplements
Despite the high consumption of dietary supplements (DS), there are not ...
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05/30/2019
Grounding Language Attributes to Objects using Bayesian Eigenobjects
We develop a system to disambiguate objects based on simple physical des...
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05/28/2019
Planning with State Abstractions for Non-Markovian Task Specifications
Often times, we specify tasks for a robot using temporal language that c...
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12/02/2018
Predicting Inpatient Discharge Prioritization With Electronic Health Records
Identifying patients who will be discharged within 24 hours can improve ...
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11/25/2018