On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

Trend · papers per month

count % of corpus

2 results for “Variable-resolution”

Learning Stackable and Skippable LEGO Bricks for Efficient, Reconfigurable, and Variable-Resolution Diffusion Modelingcs.CV

Efficiently generates high-resolution images with reduced sampling time using LEGO bricks.

problem Efficiently generating high-resolution images with reduced sampling time.

method Introduces LEGO bricks that integrate Local-feature Enrichment and Global-content Orchestration to create a test-time reconfigurable diffusion backbone.

result Significantly reduces sampling time compared to other methods.

Diffusion models Variable-resolution Reconfigurable Efficient sampling Reinforcement learning

2023-10-10abs ↗pdf ↗

Universal Neural Optimal Transportcs.LG

UNOT solves optimal transport problems efficiently using neural networks.

problem Computational expense in solving optimal transport problems.

method UNOT (Universal Neural Optimal Transport) uses Fourier Neural Operators to predict OT distances and plans accurately and efficiently.

result UNOT achieves up to 7.4x speedup over the Sinkhorn algorithm while maintaining accuracy.

Optimal Transport Neural Networks Fourier Neural Operators Wasserstein Space Euclidean Domains

2022-11-30abs ↗pdf ↗