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.

168,932 papers · 148 categories

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3 results for “DPGD”

Deep Reinforcement Learning with Discrete Normalized Advantage Functions for Resource Management in Network Slicingcs.LG

DNAF accelerates DQL for efficient resource allocation in network slicing.

problem Efficient resource allocation in network slicing with varying demands.

method Introduced discrete normalized advantage functions (DNAF) into DQL, using a k-nearest neighbor algorithm for discrete action space.

result DNAF-based DQL converges faster through simulations.

network slicing resource management deep reinforcement learning discrete normalized advantage functions DPGD

2019-06-10abs ↗pdf ↗

Deep Poisson gamma dynamical systemsstat.ML

We develop deep Poisson-gamma dynamical systems (DPGDS) to model sequentially observed multivariate count data, improving previously proposed models by not only mining deep hierarchical latent structure from the data, but also capturing both first-order and long-range temporal dependencies. Using sophisticated but simp…

2018-10-26abs ↗pdf ↗

Continual learning: a feature extraction formalization, an efficient algorithm, and fundamental obstructionscs.LG

Paper formalizes continual learning, proposing a feature extraction approach.

problem Learning from multiple environments without forgetting previous ones.

method Feature extraction framework and gradient-based algorithm DPGD.

result Efficient algorithm DPGD avoids catastrophic forgetting.

continual learning feature extraction catastrophic forgetting gradient descent machine learning

2022-03-27abs ↗pdf ↗