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.

168,742 papers · 148 categories

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2 results for “AdaSGD”

AdaSGD: Bridging the gap between SGD and Adamcs.LG

AdaSGD combines SGD and Adam benefits, eliminating the need for transition.

problem Understanding when to transition from Adam to SGD for optimal performance.

method Adapting a single global learning rate for SGD (AdaSGD).

result AdaSGD combines the benefits of both SGD and Adam, improving convergence and generalization.

AdaSGD SGD Adam Optimization Performance

2020-06-30abs ↗pdf ↗

FLeet: Online Federated Learning via Staleness Awareness and Performance Predictioncs.LG

FLeet improves online FL for mobile apps with better performance and privacy.

problem Federated Learning's offline nature limits its applicability for online updates.

method Combines staleness awareness and performance prediction with adaptive learning.

result 2.3x quality boost with minimal battery consumption.

Federated Learning Online Learning Mobile Apps Performance Prediction Adaptive Algorithms

2020-06-12abs ↗pdf ↗