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Model Architecture

4351 directly classified papers

Papers per year

Papers

ÚFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared Task CONLL 2019
TensorLy: Tensor Learning in Python JMLR 2019
A Representer Theorem for Deep Neural Networks JMLR 2019
Measuring the Effects of Data Parallelism on Neural Network Training JMLR 2019
Network Recasting: A Universal Method for Network Architecture Transformation AAAI 2019
Dense Segmentation in Selected Dimensions: Application to Retinal Optical Coherence Tomography MIDL 2019
Extending Event Detection to New Types with Learning from Keywords EMNLP 2019
On the Effectiveness of the Pooling Methods for Biomedical Relation Extraction with Deep Learning EMNLP 2019
Aspect-based Sentiment Classification with Aspect-specific Graph Convolutional Networks EMNLP 2019
Learning Anytime Predictions in Neural Networks via Adaptive Loss Balancing AAAI 2019
Neural Attentive Bag-of-Entities Model for Text Classification CONLL 2019
Utilizing Class Information for Deep Network Representation Shaping AAAI 2019
Scalable Distributed DL Training: Batching Communication and Computation AAAI 2019
Multi-Precision Quantized Neural Networks via Encoding Decomposition of {-1,+1} AAAI 2019
Gaussian-Induced Convolution for Graphs AAAI 2019
A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI AAAI 2019
Our Neural Machine Translation Systems for WAT 2019 EMNLP 2019
Explicitly Imposing Constraints in Deep Networks via Conditional Gradients Gives Improved Generalization and Faster Convergence AAAI 2019
Exponential convergence rates for Batch Normalization: The power of length-direction decoupling in non-convex optimization AISTATS 2019
Confidence Scoring Using Whitebox Meta-models with Linear Classifier Probes AISTATS 2019
Composite Binary Decomposition Networks AAAI 2019
Hint-Based Training for Non-Autoregressive Machine Translation EMNLP 2019
Enhancing Dialogue Symptom Diagnosis with Global Attention and Symptom Graph EMNLP 2019
Improved Differentiable Architecture Search for Language Modeling and Named Entity Recognition EMNLP 2019
Towards Linear Time Neural Machine Translation with Capsule Networks EMNLP 2019