3 papers
cs.AI2026
Puda: Private User Dataset Agent for User-Sovereign and Privacy-Preserving Personalized AI
Akinori Maeda, Yuto Sekiya, Sota Sugimura +5
Personal data centralization among dominant platform providers including search engines, social networking services, and e-commerce has created siloed ecosystems that restrict user…
stat.ME2025
Distributed Asymmetric Allocation: A Topic Model for Large Imbalanced Corpora in Social Sciences
Kohei Watanabe
Social scientists employ latent Dirichlet allocation (LDA) to find highly specific topics in large corpora, but they often struggle in this task because (1) LDA, in general, takes…
cs.LG2024
Accelerating Large Language Model Training with 4D Parallelism and Memory Consumption Estimator
Kazuki Fujii, Kohei Watanabe, Rio Yokota
In large language model (LLM) training, several parallelization strategies, including Tensor Parallelism (TP), Pipeline Parallelism (PP), Data Parallelism (DP), as well as Sequence…