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.

169,181 papers · 148 categories

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2 results for “teacher-guided”

The Sample Complexity of Teaching-by-Reinforcement on Q-Learningcs.LG

Study on teaching reinforcement learning with Q-learning, reducing sample complexity.

problem Reducing sample complexity in reinforcement learning.

method Characterized teaching dimension for Q-learning under different teacher control, presented optimal teaching algorithms.

result Minimum number of samples needed for reinforcement learning is characterized.

reinforcement learning Q-learning teaching dimension sample complexity teaching-by-reinforcement

2020-06-16abs ↗pdf ↗

Teaching with IMPACTcs.LG

A new learning framework uses a teacher to guide learners through rounds of exposure to data.

problem Computational intractability of supervised learning.

method Curricular phases with a teacher guiding exposure to data.

result Simple learners can acquire complex concepts efficiently from examples.

supervised learning teacher-guided curricular phases complex concepts efficient learning

2019-03-14abs ↗pdf ↗