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Neural Network Optimization

3,649 papers

Papers per year

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Papers

SiamFC++: Towards Robust and Accurate Visual Tracking with Target Estimation Guidelines AAAI 2020
SM-NAS: Structural-to-Modular Neural Architecture Search for Object Detection AAAI 2020
Cascading Convolutional Color Constancy AAAI 2020
3D Crowd Counting via Multi-View Fusion with 3D Gaussian Kernels AAAI 2020
Search Tree Pruning for Progressive Neural Architecture Search (Student Abstract) AAAI 2020
VECA: A Method for Detecting Overfitting in Neural Networks (Student Abstract) AAAI 2020
Streaming Batch Gradient Tracking for Neural Network Training (Student Abstract) AAAI 2020
Biologically Inspired Sleep Algorithm for Reducing Catastrophic Forgetting in Neural Networks AAAI 2020
Improving First-Order Optimization Algorithms (Student Abstract) AAAI 2020
A Joint Model for Document Segmentation and Segment Labeling ACL 2020
Lipschitz Constrained Parameter Initialization for Deep Transformers ACL 2020
DeeBERT: Dynamic Early Exiting for Accelerating BERT Inference ACL 2020
Improving Transformer Models by Reordering their Sublayers ACL 2020
Understanding Attention for Text Classification ACL 2020
Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change ACL 2020
Successfully Applying the Stabilized Lottery Ticket Hypothesis to the Transformer Architecture ACL 2020
Synchronous Double-channel Recurrent Network for Aspect-Opinion Pair Extraction ACL 2020
Differentiable Window for Dynamic Local Attention ACL 2020
Learning Architectures from an Extended Search Space for Language Modeling ACL 2020
Regularized Context Gates on Transformer for Machine Translation ACL 2020
Checkpoint Reranking: An Approach to Select Better Hypothesis for Neural Machine Translation Systems ACL 2020
Towards Stream Translation: Adaptive Computation Time for Simultaneous Machine Translation ACL 2020
Compositionality and Capacity in Emergent Languages ACL 2020
Convergence Rates of a Momentum Algorithm with Bounded Adaptive Step Size for Nonconvex Optimization ACML 2020
On the Convergence of SARAH and Beyond AISTATS 2020