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10/28/2021
LF-YOLO: A Lighter and Faster YOLO for Weld Defect Detection of X-ray Image
X-ray image plays an important role in manufacturing for quality assuran...
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10/26/2021
Drawing Robust Scratch Tickets: Subnetworks with Inborn Robustness Are Found within Randomly Initialized Networks
Deep Neural Networks (DNNs) are known to be vulnerable to adversarial at...
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10/26/2021
Understanding Interlocking Dynamics of Cooperative Rationalization
Selective rationalization explains the prediction of complex neural netw...
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10/26/2021
Applications of Multi-Agent Reinforcement Learning in Future Internet: A Comprehensive Survey
Future Internet involves several emerging technologies such as 5G and be...
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10/26/2021
Learning Rich Features for Gait Recognition by Integrating Skeletons and Silhouettes
Gait recognition captures gait patterns from the walking sequence of an ...
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10/22/2021
Adaptive Fusion Affinity Graph with Noise-free Online Low-rank Representation for Natural Image Segmentation
Affinity graph-based segmentation methods have become a major trend in c...
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10/18/2021
A Lightweight and Accurate Recognition Framework for Signs of X-ray Weld Images
X-ray images are commonly used to ensure the security of devices in qual...
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10/14/2021
Exploring Timbre Disentanglement in Non-Autoregressive Cross-Lingual Text-to-Speech
In this paper, we present a FastPitch-based non-autoregressive cross-lin...
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10/14/2021
Revisiting IPA-based Cross-lingual Text-to-speech
International Phonetic Alphabet (IPA) has been widely used in cross-ling...
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10/06/2021
Inference Attacks Against Graph Neural Networks
Graph is an important data representation ubiquitously existing in the r...
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10/04/2021
Fine-Grained Neural Network Explanation by Identifying Input Features with Predictive Information
One principal approach for illuminating a black-box neural network is fe...
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10/04/2021
On the Interplay Between Sparsity, Naturalness, Intelligibility, and Prosody in Speech Synthesis
Are end-to-end text-to-speech (TTS) models over-parametrized? To what ex...
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09/16/2021
Membership Inference Attacks Against Recommender Systems
Recently, recommender systems have achieved promising performances and b...
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09/13/2021
Effective Tensor Completion via Element-wise Weighted Low-rank Tensor Train with Overlapping Ket Augmentation
In recent years, there have been an increasing number of applications of...
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08/23/2021
A Unified Transformer-based Framework for Duplex Text Normalization
Text normalization (TN) and inverse text normalization (ITN) are essenti...
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08/20/2021
Deep Sequence Modeling: Development and Applications in Asset Pricing
We predict asset returns and measure risk premia using a prominent techn...
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08/02/2021
Pro-UIGAN: Progressive Face Hallucination from Occluded Thumbnails
In this paper, we study the task of hallucinating an authentic high-reso...
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07/21/2021
TumorCP: A Simple but Effective Object-Level Data Augmentation for Tumor Segmentation
Deep learning models are notoriously data-hungry. Thus, there is an urgi...
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07/21/2021
Modality-aware Mutual Learning for Multi-modal Medical Image Segmentation
Liver cancer is one of the most common cancers worldwide. Due to inconsp...
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07/17/2021
Tea: Program Repair Using Neural Network Based on Program Information Attention Matrix
The advance in machine learning (ML)-driven natural language process (NL...
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07/01/2021
Leveraging Domain Agnostic and Specific Knowledge for Acronym Disambiguation
An obstacle to scientific document understanding is the extensive use of...
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06/23/2021
Teacher Model Fingerprinting Attacks Against Transfer Learning
Transfer learning has become a common solution to address training data ...
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06/21/2021
AOMD: An Analogy-aware Approach to Offensive Meme Detection on Social Media
This paper focuses on an important problem of detecting offensive analog...
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06/21/2021
Confidence-Guided Radiology Report Generation
Medical imaging plays a pivotal role in diagnosis and treatment in clini...
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06/16/2021
Global Rhythm Style Transfer Without Text Transcriptions
Prosody plays an important role in characterizing the style of a speaker...
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06/15/2021
Voting for the right answer: Adversarial defense for speaker verification
Automatic speaker verification (ASV) is a well developed technology for ...
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06/11/2021
Auto-NBA: Efficient and Effective Search Over the Joint Space of Networks, Bitwidths, and Accelerators
While maximizing deep neural networks' (DNNs') acceleration efficiency r...
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06/10/2021
PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition
Recent work on speech self-supervised learning (speech SSL) demonstrated...
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06/02/2021
Conversational Question Answering: A Survey
Question answering (QA) systems provide a way of querying the informatio...
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05/17/2021
SGD-QA: Fast Schema-Guided Dialogue State Tracking for Unseen Services
Dialogue state tracking is an essential part of goal-oriented dialogue s...
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05/13/2021
Causal Intervention for Leveraging Popularity Bias in Recommendation
Recommender system usually faces popularity bias issues: from the data p...
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04/11/2021
NeMo Inverse Text Normalization: From Development To Production
Inverse text normalization (ITN) converts spoken-domain automatic speech...
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04/01/2021
Explaining COVID-19 and Thoracic Pathology Model Predictions by Identifying Informative Input Features
Neural networks have demonstrated remarkable performance in classificati...
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03/27/2021
Graph Unlearning
The right to be forgotten states that a data subject has the right to er...
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03/27/2021
Panoptic-PolarNet: Proposal-free LiDAR Point Cloud Panoptic Segmentation
Panoptic segmentation presents a new challenge in exploiting the merits ...
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02/10/2021
Node-Level Membership Inference Attacks Against Graph Neural Networks
Many real-world data comes in the form of graphs, such as social network...
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02/08/2021
Quantifying and Mitigating Privacy Risks of Contrastive Learning
Data is the key factor to drive the development of machine learning (ML)...
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02/04/2021
ML-Doctor: Holistic Risk Assessment of Inference Attacks Against Machine Learning Models
Inference attacks against Machine Learning (ML) models allow adversaries...
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01/31/2021
A Unified Light Framework for Real-time Fault Detection of Freight Train Images
Real-time fault detection for freight trains plays a vital role in guara...
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01/11/2021
AT-BERT: Adversarial Training BERT for Acronym Identification Winning Solution for SDU@AAAI-21
Acronym identification focuses on finding the acronyms and the phrases t...
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12/31/2020
Unified Mandarin TTS Front-end Based on Distilled BERT Model
The front-end module in a typical Mandarin text-to-speech system (TTS) i...
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12/30/2020
PrivSyn: Differentially Private Data Synthesis
In differential privacy (DP), a challenging problem is to generate synth...
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12/18/2020
Mention Extraction and Linking for SQL Query Generation
On the WikiSQL benchmark, state-of-the-art text-to-SQL systems typically...
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12/12/2020
The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models
The computer vision world has been re-gaining enthusiasm in various pre-...
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11/21/2020
Deep Network Perceptual Losses for Speech Denoising
Contemporary speech enhancement predominantly relies on audio transforms...
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11/04/2020
A Survey on Contact Tracing: the Latest Advancements and Challenges
Infectious diseases are caused by pathogenic microorganisms, such as bac...
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11/03/2020
Improving RNN transducer with normalized jointer network
Recurrent neural transducer (RNN-T) is a promising end-to-end (E2E) mode...
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11/03/2020
Dynamic latency speech recognition with asynchronous revision
In this work we propose an inference technique, asynchronous revision, t...
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10/27/2020
Squeezing value of cross-domain labels: a decoupled scoring approach for speaker verification
Domain mismatch often occurs in real applications and causes serious per...
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10/27/2020