Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14)
원문 초록
The implicit objective of the biennial "international - Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST) is to foster collaboration between international scientific teams by disseminating ideas through both specific oral/poster presentations and free discussions. For its second edition, the iTWIST workshop took place in the medieval and picturesque town of Namur in Belgium, from Wednesday August 27th till Friday August 29th, 2014. The workshop was conveniently located in "The Arsenal" building within walking distance of both hotels and town center. iTWIST'14 has gathered about 70 international participants and has featured 9 invited talks, 10 oral presentations, and 14 posters on the following themes, all related to the theory, application and generalization of the "sparsity paradigm": Sparsity-driven data sensing and processing; Union of low dimensional subspaces; Beyond linear and convex inverse problem; Matrix/manifold/graph sensing/processing; Blind inverse problems and dictionary learning; Sparsity and computational neuroscience; Information theory, geometry and randomness; Complexity/accuracy tradeoffs in numerical methods; Sparsity? What's next?; Sparse machine learning and inference.
함께 살펴볼 논문
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Decomposing MLP Activations into Interpretable Features via Semi-Nonnegative Matrix Factorization
Interpreting Large Text-to-Image Diffusion Models with Dictionary Learning
DB-KSVD: Scalable Alternating Optimization for Disentangling High-Dimensional Embedding Spaces
Modeling Musical Genre Trajectories through Pathlet Learning
Towards Understanding the Nature of Attention with Low-Rank Sparse Decomposition
Topological Dictionary Learning
토론
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