Robuta

https://deepai.org/publication/stability-analysis-for-a-class-of-sparse-optimization-problems
04/21/19 - The sparse optimization problems arise in many areas of science and engineering, such as compressed sensing, image processing, sta...
stability analysissparse optimizationclassproblemsdeepai
https://openreview.net/forum?id=vgthYeRBAF&referrer=%5Bthe%20profile%20of%20Alexandra%20Peste%5D(%2Fprofile%3Fid%3D~Alexandra_Peste1)
Obtaining versions of deep neural networks that are both highly-accurate and highly-sparse % is one of the main challenges in the area of model compression,...
neural networksparse optimizationaccuratepruningrequires
https://www.jmlr.org/beta/papers/v24/21-1130.html
rank matrixdiscrete optimizationsparsepluslow
https://dblp.org/rec/conf/nips/HuYLYLLYSCF24.html
Bibliographic details on Efficient LLM Jailbreak via Adaptive Dense-to-sparse Constrained Optimization.
dblpefficientllmjailbreakvia
https://github.com/dkogan/libdogleg/
Large-scale nonlinear least-squares optimization library for both sparse and dense problems - dkogan/libdogleg
nonlinear least squareslarge scalegithuboptimizationlibrary
https://rolv.ai/
Transform your AI capabilities with ROLV's AI Optimization: efficient AI computation, the ROLV Library, and expert handling of sparse datasets.
ai optimizationdata handlingtransformingsparserolv
https://openreview.net/forum?id=DUsqifwwf5&referrer=%5Bthe%20profile%20of%20Mingbao%20Lin%5D(%2Fprofile%3Fid%3D~Mingbao_Lin1)
Recent advances in long-context large language models (LLMs) make them commercially viable, but their standard attention mechanisms' quadratic complexity...
sparse optimizationsoloslongsequencecontext