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New to this field need some guidance with my project( marine reasoning) [D]
A beginner machine learning practitioner seeks community guidance on structuring a first project in 'marine reasoning', expressing uncertainty about methodology, data requirements, tooling, and pipeline design.
Aug 28, 2026
Algebraic Multigrid Acceleration for Efficient Label Spreading
Researchers propose AMELS, a new label spreading framework using algebraic multigrid solvers to accelerate semi-supervised learning on large-scale, high-dimensional datasets, reducing runtime and improving robustness.
Aug 28, 2026
Sentence Splitter: Uncovering Latent Factual Structure for Self-Supervised Learning
A new self-supervised NLP framework called Sentence Splitter uses a T5-based architecture to automatically identify head-tail factual structures in sentences without manual annotation, enabling scalable construction of structure-aware training data for knowledge-intensive tasks.
Jul 23, 2026
SemiScope: Disentangling Classifier Tuning and Joint Optimization in Semi-Supervised Security Classification
Researchers develop SemiScope to improve semi-supervised security classification.
Published Jul 2, 2026 · Analyzed Jul 5, 2026