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04/20/2023
Learning in Imperfect Environment: Multi-Label Classification with Long-Tailed Distribution and Partial Labels
Conventional multi-label classification (MLC) methods assume that all sa...
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04/10/2023
Toward Cohort Intelligence: A Universal Cohort Representation Learning Framework for Electronic Health Record Analysis
Electronic Health Records (EHR) are generated from clinical routine care...
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03/30/2023
CAusal and collaborative proxy-tasKs lEarning for Semi-Supervised Domain Adaptation
Semi-supervised domain adaptation (SSDA) adapts a learner to a new domai...
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02/14/2023
IDEAL: Toward High-efficiency Device-Cloud Collaborative and Dynamic Recommendation System
Recommendation systems have shown great potential to solve the informati...
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02/09/2023
FLAC: A Robust Failure-Aware Atomic Commit Protocol for Distributed Transactions
In distributed transaction processing, atomic commit protocol (ACP) is u...
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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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12/08/2022
Skellam Mixture Mechanism: a Novel Approach to Federated Learning with Differential Privacy
Deep neural networks have strong capabilities of memorizing the underlyi...
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07/03/2022
GlassDB: An Efficient Verifiable Ledger Database System Through Transparency
Verifiable ledger databases protect data history against malicious tampe...
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06/14/2022
Sense The Physical, Walkthrough The Virtual, Manage The Metaverse: A Data-centric Perspective
In the Metaverse, the physical space and the virtual space co-exist, and...
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05/14/2022
Blockchain Goes Green? Part II: Characterizing the Performance and Cost of Blockchains on the Cloud and at the Edge
While state-of-the-art permissioned blockchains can achieve thousands of...
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03/04/2022
BoostMIS: Boosting Medical Image Semi-supervised Learning with Adaptive Pseudo Labeling and Informative Active Annotation
In this paper, we propose a novel semi-supervised learning (SSL) framewo...
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09/02/2021
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization
Recent years have witnessed a surging interest in Neural Architecture Se...
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08/03/2021
SINGA-Easy: An Easy-to-Use Framework for MultiModal Analysis
Deep learning has achieved great success in a wide spectrum of multimedi...
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07/05/2021
ARM-Net: Adaptive Relation Modeling Network for Structured Data
Relational databases are the de facto standard for storing and querying ...
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05/17/2021
A Fusion-Denoising Attack on InstaHide with Data Augmentation
InstaHide is a state-of-the-art mechanism for protecting private trainin...
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03/30/2021
AlphaEvolve: A Learning Framework to Discover Novel Alphas in Quantitative Investment
Alphas are stock prediction models capturing trading signals in a stock ...
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03/04/2021
Serverless Model Serving for Data Science
Machine learning (ML) is an important part of modern data science applic...
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10/20/2020
Feature Inference Attack on Model Predictions in Vertical Federated Learning
Federated learning (FL) is an emerging paradigm for facilitating multipl...
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10/17/2020
MLCask: Efficient Management of Component Evolution in Collaborative Data Analytics Pipelines
With the ever-increasing adoption of machine learning for data analytics...
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09/12/2020
Communication-efficient Decentralized Machine Learning over Heterogeneous Networks
In the last few years, distributed machine learning has been usually exe...
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08/14/2020
Privacy Preserving Vertical Federated Learning for Tree-based Models
Federated learning (FL) is an emerging paradigm that enables multiple or...
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04/16/2020
ForkBase: Immutable, Tamper-evident Storage Substrate for Branchable Applications
Data collaboration activities typically require systematic or protocol-b...
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03/24/2020
TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications
In high stakes applications such as healthcare and finance analytics, th...
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03/23/2020
A Transactional Perspective on Execute-order-validate Blockchains
Smart contracts have enabled blockchain systems to evolve from simple cr...
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03/04/2020
Analysis of Indexing Structures for Immutable Data
In emerging applications such as blockchains and collaborative data anal...
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03/04/2020
Analysis of Indexing Structures for Immutable Data (Full Version)
In emerging applications such as blockchains and collaborative data anal...
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10/03/2019
Blockchains and Distributed Databases: a Twin Study
Blockchain has come a long way: a system that was initially proposed spe...
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10/02/2019
A Blueprint for Interoperable Blockchains
Research in blockchain systems has mainly focused on improving security ...
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10/02/2019
A Blueprint For Interoperable Blockhains
Research in blockchain systems has mainly focused on improving security ...
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09/23/2019
5G: Agent for Further Digital Disruptive Transformations
The fifth-generation (5G) mobile communication technologies are on the w...
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09/06/2019
The Disruptions of 5G on Data-driven Technologies and Applications
With 5G on the verge of being adopted as the next mobile network, there ...
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06/21/2019
Database Meets Deep Learning: Challenges and Opportunities
Deep learning has recently become very popular on account of its incredi...
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05/16/2019
Blockchain Goes Green? An Analysis of Blockchain on Low-Power Nodes
Motivated by the massive energy usage of blockchain, on the one hand, an...
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05/13/2019
ISBNet: Instance-aware Selective Branching Network
Recent years have witnessed growing interests in designing efficient neu...
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04/06/2019
Effective and Efficient Dropout for Deep Convolutional Neural Networks
Machine-learning-based data-driven applications have become ubiquitous, ...
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04/03/2019
Model Slicing for Supporting Complex Analytics with Elastic Inference Cost and Resource Constraints
Deep learning models have been used to support analytics beyond simple a...
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06/06/2018
Medical Concept Embedding with Time-Aware Attention
Embeddings of medical concepts such as medication, procedure and diagnos...
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05/28/2018
Object-Level Representation Learning for Few-Shot Image Classification
Few-shot learning that trains image classifiers over few labeled example...
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04/26/2018
PANDA: Facilitating Usable AI Development
Recent advances in artificial intelligence (AI) and machine learning hav...
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04/17/2018
Rafiki: Machine Learning as an Analytics Service System
Big data analytics is gaining massive momentum in the last few years. Ap...
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04/02/2018
Chain of Trust: Can Trusted Hardware Help Scaling Blockchains?
As blockchain systems proliferate, there remains an unresolved scalabili...
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02/14/2018
ForkBase: An Efficient Storage Engine for Blockchain and Forkable Applications
Existing data storage systems offer a wide range of functionalities to a...
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08/17/2017
Untangling Blockchain: A Data Processing View of Blockchain Systems
Blockchain technologies are gaining massive momentum in the last few yea...
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12/12/2015