posted by user: stich || 2708 views || tracked by 8 users: [display]

OPT 2021 : NeurIPS Workshop on Optimization for Machine Learning (OPT21)


When Dec 13, 2021 - Dec 14, 2021
Where virtual
Submission Deadline Sep 17, 2021
Notification Due Oct 22, 2021
Final Version Due Dec 1, 2021
Categories    optimization   machine learning

Call For Papers

Optimization lies at the heart of many machine learning algorithms and enjoys great interest in our community. Indeed, this intimate relation of optimization with ML is the key motivation for the OPT series of workshops. We aim to foster discussion, discovery, and dissemination of state-of-the-art research in optimization relevant to ML.

We invite participation in the 13th International (Virtual) Workshop on "Optimization for Machine Learning", to be held as a part of the NeurIPS 2021 conference. We invite high quality submissions for presentation as spotlights or poster presentations during the workshop. We are especially interested in participants who can contribute theory / algorithms, applications, or implementations with a machine learning focus and encourage work-in-progress and state-of-art ideas.

All accepted contributions will be listed on the workshop webpage and are expected to be presented as a poster during the workshop. Given the online structure this year, we will ask each participant to submit their poster in advance of the workshop and be available during allotted time slots to answer questions. A few submissions will in addition be selected for contributed talks or for short spotlight presentations. We particularly encourage submissions in the area of Beyond Worst-case Complexity.

The main topics are, including, but not limited to:

- Average-case Analysis of Optimization Algorithms
- The Interface of Generalization and Optimization
- Adaptive Stochastic Methods
- Nonconvex Optimization
- Parallel and Distributed Optimization for large-scale learning, Federated Learning
- Algorithms and techniques (higher-order methods, algorithms for nonsmooth problems, optimization with sparsity constraints, online optimization, streaming algorithms)
- Combinatorial optimization for machine learning
- Optimization software (integration with existing DL software, hardware accelerators and systems)

Submission instructions on the website,

Related Resources

JCICE 2024   2024 International Joint Conference on Information and Communication Engineering(JCICE 2024)
ICML 2024   International Conference on Machine Learning
MDIS 2024   International Conference on Modelling and Development of Intelligent Systems
ICANN 2024   33rd International Conference on Artificial Neural Networks
NeurIPS 2023   Thirty-seventh Conference on Neural Information Processing Systems
ECCV 2024   European Conference on Computer Vision
ICDM 2024   24th Industrial Conference on Data Mining
CVIPPR 2024   2024 2nd Asia Conference on Computer Vision, Image Processing and Pattern Recognition
ECAI 2024   27th European Conference on Artificial Intelligence
ACM-Ei/Scopus-CCISS 2024   2024 International Conference on Computing, Information Science and System (CCISS 2024)