Qiuhui Liu
11 papers · 2019–2025 · 5 venues · across top CS/AI venues
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Achievements
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π Conference Polyglot Β· Silver πΊοΈ Taxonomy Completionist (18) π Academic Marathon Β· Sprint π Interdisciplinary Bridge Β· Bronze π€ Dynamic Duo (11)
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Research topics
Deep Learning
(10)
Architectures
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Natural Language Processing
(8)
Applications
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Machine Learning
(7)
Optimization & Theory Β· Machine Learning
(5)
Application Areas
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Learning Types Β· Deep Learning
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Techniques
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Learning Types Β· Machine Learning
(2)
Optimization & Theory Β· Deep Learning
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Artificial Intelligence
(1)
Mathematics & Optimization
(1)
Core AI
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Core Methods
(1)
Keywords
neural machine translation
(8)
transformer model
(3)
attention mechanism
(3)
efficient computing
(2)
transformer architecture
(2)
machine translation
(1)
knowledge distillation
(1)
representation learning
(1)
deep learning
(1)
residual connection
(1)
neural network optimization
(1)
model architecture
(1)
probing analysis
(1)
parallel computing
(1)
parameter initialization
(1)
recurrent neural network
(1)
hyperparameter tuning
(1)
transformer training
(1)
multilingual translation
(1)
sequence modeling
(1)
Papers
A Self-Distillation Recipe for Neural Machine Translation
ACL 2025
Rewiring the Transformer with Depth-Wise LSTMs
COLING 2024
Learning Hard Retrieval Decoder Attention for Transformers
EMNLP 2021
Modeling Task-Aware MIMO Cardinality for Efficient Multilingual Neural Machine Translation
ACL 2021
Multi-Head Highly Parallelized LSTM Decoder for Neural Machine Translation
ACL 2021
Probing Word Translations in the Transformer and Trading Decoder for Encoder Layers
NAACL 2021
Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change
ACL 2020
Efficient Context-Aware Neural Machine Translation with Layer-Wise Weighting and Input-Aware Gating
IJCAI 2020
Learning Source Phrase Representations for Neural Machine Translation
ACL 2020
Lipschitz Constrained Parameter Initialization for Deep Transformers
ACL 2020
UdS Submission for the WMT 19 Automatic Post-Editing Task
ACL 2019