Adaptive mixture variational inference for spike-and-slab regression

arXiv:2609.38656 · stat.ME, stat.ML · Submitted 2026-09-29 · Read on arXiv

stat.ME, stat.ML

Submitted: 2026-09-29

Updated: 2026-09-29

Comments: 25 pages, 3 figures, 7 tables

Code: https://github.com/lihanqing1997/adaptive-mixture-spike-slab

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Accuracy — 4× in this paper · explained in 1 episode
• Consistency — 3× in this paper · explained in 3 episodes
• Regularization — 3× in this paper · explained in 3 episodes
• Variational Bayes — 3× in this paper · explained in 2 episodes
• Adaptation — 2× in this paper · explained in 1 episode
• Trace — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Adaptive Algorithm — 1× in this paper · explained in 1 episode
• Error Decomposition — 1× in this paper · explained in 3 episodes
• Local Optimization — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Sparsity — 1× in this paper · explained in 4 episodes
• Uncertainty Quantification — 1× in this paper · explained in 8 episodes

Sources

• GEMSS: A Variational Method for Discovering Multiple Sparse Solutions in Classification and Regression Problems

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