% Key papers for Stochastic Frank-Wolfe methods (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{icml2016_variance_36026, title = {{Variance-Reduced and Projection-Free Stochastic Optimization}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2016}, url = {https://proceedings.mlr.press/v48/hazana16.html}, } @inproceedings{neurips2017_linear_56451, title = {{Linear Convergence of a Frank-Wolfe Type Algorithm over Trace-Norm Balls}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9390}, } @inproceedings{neurips2016_linear_55854, title = {{Linear-Memory and Decomposition-Invariant Linearly Convergent Conditional Gradient Algorithm for Structured Polytopes}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2016}, url = {https://nips.cc/virtual/2016/poster/7413}, } @inproceedings{neurips2017_on_56525, title = {{On Frank-Wolfe and Equilibrium Computation}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9427}, } @inproceedings{icml2019_conditional_37244, title = {{Conditional Gradient Methods via Stochastic Path-Integrated Differential Estimator}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2019}, url = {https://icml.cc/virtual/2019/poster/4115}, } @inproceedings{neurips2017_decomposition_56232, title = {{Decomposition-Invariant Conditional Gradient for General Polytopes with Line Search}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2017}, url = {https://nips.cc/virtual/2017/poster/9055}, } @inproceedings{neurips2020_revisiting_60719, title = {{Revisiting Frank-Wolfe for Polytopes: Strict Complementarity and Sparsity}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/17397}, } @inproceedings{neurips2019_stochastic_59024, title = {{Stochastic Frank-Wolfe for Composite Convex Minimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14347}, } @inproceedings{aaai2019_a_101735, title = {{A Non–Convex Optimization Approach to Correlation Clustering}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4450}, } @inproceedings{icml2020_stochastic_38791, title = {{Stochastic Frank-Wolfe for Constrained Finite-Sum Minimization}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/5792}, } @inproceedings{neurips2020_projection_60626, title = {{Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2020}, url = {https://nips.cc/virtual/2020/poster/16935}, } @inproceedings{icml2020_spectral_38778, title = {{Spectral Frank-Wolfe Algorithm: Strict Complementarity and Linear Convergence}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6737}, } @inproceedings{neurips2019_sinkhorn_58987, title = {{Sinkhorn Barycenters with Free Support via Frank-Wolfe Algorithm}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14575}, } @inproceedings{icml2020_accelerated_37895, title = {{Accelerated Stochastic Gradient-free and Projection-free Methods}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6452}, } @inproceedings{aaai2019_revisiting_100616, title = {{Revisiting Projection-Free Optimization for Strongly Convex Constraint Sets}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/3972}, } @inproceedings{icml2018_frank_36705, title = {{Frank-Wolfe with Subsampling Oracle}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2018}, url = {https://icml.cc/virtual/2018/poster/2057}, } @inproceedings{icml2020_boosting_37985, title = {{Boosting Frank-Wolfe by Chasing Gradients}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6608}, } @inproceedings{neurips2019_primal_58829, title = {{Primal-Dual Block Generalized Frank-Wolfe}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2019}, url = {https://nips.cc/virtual/2019/poster/14317}, } @inproceedings{icml2017_lazifying_36245, title = {{Lazifying Conditional Gradient Algorithms}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2017}, url = {https://icml.cc/virtual/2017/poster/509}, } @inproceedings{icml2020_self_38744, title = {{Self-Concordant Analysis of Frank-Wolfe Algorithms}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2020}, url = {https://icml.cc/virtual/2020/poster/6125}, } @inproceedings{icml2024_sarah_44737, title = {{Sarah Frank-Wolfe: Methods for Constrained Optimization with Best Rates and Practical Features}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2024}, url = {https://icml.cc/virtual/2024/poster/33715}, } @inproceedings{neurips2024_last_71220, title = {{Last-Iterate Convergence for Generalized Frank-Wolfe in Monotone Variational Inequalities}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/96016}, } @inproceedings{icml2026_lower_49528, title = {{Lower Bounds for Frank-Wolfe on Strongly Convex Sets}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=3KX1xU2bCC}, } @inproceedings{icml2026_attention_55516, title = {{Attention's forward pass and Frank-Wolfe}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=zrn7rRuvhW}, } @inproceedings{neurips2025_efficient_77360, title = {{Efficient Quadratic Corrections for Frank-Wolfe Algorithms}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=Sz2i4dwDem}, } @inproceedings{neurips2025_fast_78135, title = {{Fast Projection-Free Approach (without Optimization Oracle) for Optimization over Compact Convex Set}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=bP5cU0OYSn}, } @inproceedings{neurips2025_revisiting_78686, title = {{Revisiting Frank-Wolfe for Structured Nonconvex Optimization}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=hJRklWq4Ah}, } @inproceedings{iclr2026_fast_85038, title = {{Fast Frank–Wolfe Algorithms with Adaptive Bregman Step-Size for Weakly Convex Functions}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=9asuGOncOi}, } @inproceedings{iclr2026_beyond_85693, title = {{Beyond Short Steps in Frank-Wolfe Algorithms}}, booktitle = {International Conference on Learning Representations (ICLR)}, year = {2026}, url = {https://openreview.net/forum?id=HBmZlcD8Ue}, } @inproceedings{icml2026_lions_53595, title = {{Lions and Muons: Optimization via Stochastic Frank-Wolfe under Heavy-Tailed Noises}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=gvroXZ0HS8}, }