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Continuous Optimization

3,907 papers

Papers per year

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38
155
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Papers

Regularized ERM on random subspaces AISTATS 2021
Oblivious Sketching for Logistic Regression ICML 2021
A Lyapunov Analysis of Accelerated Methods in Optimization JMLR 2021
Averaging on the Bures-Wasserstein manifold: dimension-free convergence of gradient descent NIPS 2021
Explicit loss asymptotics in the gradient descent training of neural networks NIPS 2021
Out-of-Core Surface Reconstruction via Global TGV Minimization ICCV 2021
Non-convex Distributionally Robust Optimization: Non-asymptotic Analysis NIPS 2021
ELLIPSDF: Joint Object Pose and Shape Optimization With a Bi-Level Ellipsoid and Signed Distance Function Description ICCV 2021
Improving approximate optimal transport distances using quantization UAI 2021
The complexity of nonconvex-strongly-concave minimax optimization UAI 2021
Perturbation-based Regret Analysis of Predictive Control in Linear Time Varying Systems NIPS 2021
Block-wise Word Embedding Compression Revisited: Better Weighting and Structuring EMNLP 2021
Measure Transport with Kernel Stein Discrepancy AISTATS 2021
A Hybrid Variance-Reduced Method for Decentralized Stochastic Non-Convex Optimization ICML 2021
Wasserstein barycenters can be computed in polynomial time in fixed dimension JMLR 2021
Differentiable Greedy Algorithm for Monotone Submodular Maximization: Guarantees, Gradient Estimators, and Applications AISTATS 2021
Dueling Convex Optimization ICML 2021
Dimensionality Reduction for Wasserstein Barycenter NIPS 2021
Linear Models are Robust Optimal Under Strategic Behavior AISTATS 2021
Learning local modules in dynamic networks L4DC 2021
Deep Conservation: A Latent-Dynamics Model for Exact Satisfaction of Physical Conservation Laws AAAI 2021
A Two-Level Decomposition Framework Exploiting First and Second Order Information for SVM Training Problems JMLR 2021
Symmetric Wasserstein autoencoders UAI 2021
Comparison of the Finite Element Method, the Multimodal Method and the Transmission-Line Model for the Computation of Vocal Tract Transfer Functions INTERSPEECH 2021
Learning Approximate Forward Reachable Sets Using Separating Kernels L4DC 2021