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Optimization

1,664 papers

Papers per year

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Papers

Closing the gap between the upper bound and lower bound of Adam's iteration complexity NIPS 2023
Achieving $\mathcal{O}(\epsilon^{-1.5})$ Complexity in Hessian/Jacobian-free Stochastic Bilevel Optimization NIPS 2023
Birder: Communication-Efficient 1-bit Adaptive Optimizer for Practical Distributed DNN Training NIPS 2023
Robustness Guarantees for Adversarially Trained Neural Networks NIPS 2023
Automatic Clipping: Differentially Private Deep Learning Made Easier and Stronger NIPS 2023
On quantum backpropagation, information reuse, and cheating measurement collapse NIPS 2023
AGD: an Auto-switchable Optimizer using Stepwise Gradient Difference for Preconditioning Matrix NIPS 2023
Sharpness-Aware Minimization Leads to Low-Rank Features NIPS 2023
DeepPCR: Parallelizing Sequential Operations in Neural Networks NIPS 2023
Bypass Exponential Time Preprocessing: Fast Neural Network Training via Weight-Data Correlation Preprocessing NIPS 2023
An Inverse Scaling Law for CLIP Training NIPS 2023
Symbolic Discovery of Optimization Algorithms NIPS 2023
A fast heuristic to optimize time-space tradeoff for large models NIPS 2023
Stable Nonconvex-Nonconcave Training via Linear Interpolation NIPS 2023
Coop: Memory is not a Commodity NIPS 2023
CORNN: Convex optimization of recurrent neural networks for rapid inference of neural dynamics NIPS 2023
Convergence of Adam Under Relaxed Assumptions NIPS 2023
Accelerated On-Device Forward Neural Network Training with Module-Wise Descending Asynchronism NIPS 2023
User-Controllable Arbitrary Style Transfer via Entropy Regularization AAAI 2023
Accelerating the Training of Video Super-resolution Models AAAI 2023
A Learnable Radial Basis Positional Embedding for Coordinate-MLPs AAAI 2023
Learning Fractals by Gradient Descent AAAI 2023
Deep Equilibrium Models for Snapshot Compressive Imaging AAAI 2023
Self-Supervised Primal-Dual Learning for Constrained Optimization AAAI 2023
Adaptive Low-Precision Training for Embeddings in Click-Through Rate Prediction AAAI 2023