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.

168,982 papers · 148 categories

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3 results for “self-healing”

Data-Driven Machine Learning Techniques for Self-healing in Cellular Wireless Networks: Challenges and Solutionscs.NI

Machine learning aids self-healing in cellular networks, tackling data imbalance and cost sensitivity.

problem Challenges in applying machine learning for self-healing in cellular networks.

method Data-driven machine learning techniques addressing data imbalance, insufficiency, and cost sensitivity.

result Feasibility and effectiveness of cost-sensitive fault detection with imbalanced data.

cellular networks self-healing machine learning data imbalance cost sensitivity

2019-06-14abs ↗pdf ↗

An Intentional Forgetting-Driven Self-Healing Method For Deep Reinforcement Learning Systemscs.LG

A new method helps deep learning systems adapt to changing conditions.

problem Deep learning systems struggle with environmental drifts and long healing cycles.

method Intentional forgetting integrated into continual learning to overcome issues.

result Dr. DRL reduces healing time and fine-tuning episodes by 18.74% and 17.72% respectively.

Deep Reinforcement Learning Continual Learning Catastrophic Forgetting Environmental Drift Self-Healing

2023-08-23abs ↗pdf ↗

Deep Q-Learning for Self-Organizing Networks Fault Management and Radio Performance Improvementcs.NI

We propose an algorithm to automate fault management in an outdoor cellular network using deep reinforcement learning (RL) against wireless impairments. This algorithm enables the cellular network cluster to self-heal by allowing RL to learn how to improve the downlink signal to interference plus noise ratio through ex…

2017-07-10abs ↗pdf ↗