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Optimization

1638 directly classified papers

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Papers

Training Over-parameterized Models with Non-decomposable Objectives NIPS 2021
Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable Devices NIPS 2021
Boost Neural Networks by Checkpoints NIPS 2021
A Convergence Analysis of Gradient Descent on Graph Neural Networks NIPS 2021
Heavy Ball Momentum for Conditional Gradient NIPS 2021
Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds NIPS 2021
Does Preprocessing Help Training Over-parameterized Neural Networks? NIPS 2021
Stochastic Anderson Mixing for Nonconvex Stochastic Optimization NIPS 2021
Minibatch and Momentum Model-based Methods for Stochastic Weakly Convex Optimization NIPS 2021
Adaptive Proximal Gradient Methods for Structured Neural Networks NIPS 2021
Robust Optimization for Multilingual Translation with Imbalanced Data NIPS 2021
Closing the Gap: Tighter Analysis of Alternating Stochastic Gradient Methods for Bilevel Problems NIPS 2021
Tensor Normal Training for Deep Learning Models NIPS 2021
Scaling Up Exact Neural Network Compression by ReLU Stability NIPS 2021
A Lazy Approach to Long-Horizon Gradient-Based Meta-Learning ICCV 2021
Time-Multiplexed Coded Aperture Imaging: Learned Coded Aperture and Pixel Exposures for Compressive Imaging Systems ICCV 2021
Vis2Mesh: Efficient Mesh Reconstruction From Unstructured Point Clouds of Large Scenes With Learned Virtual View Visibility ICCV 2021
(Just) A Spoonful of Refinements Helps the Registration Error Go Down ICCV 2021
Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces ICCV 2021
Adaptive Curriculum Learning ICCV 2021
Zen-NAS: A Zero-Shot NAS for High-Performance Image Recognition ICCV 2021
DecentLaM: Decentralized Momentum SGD for Large-Batch Deep Training ICCV 2021
SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs NIPS 2021
Learning Deeper Non-Monotonic Networks by Softly Transferring Solution Space IJCAI 2021
Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization IJCAI 2021