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.

168,694 papers · 148 categories

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2 results for “TV-stability”

Machine Unlearning via Algorithmic Stabilitycs.LG

New algorithms help machines forget old data efficiently.

problem Machine learning models can retain old data, hindering new learning.

method Developed TV-stable algorithms based on noisy SGD for convex and non-convex functions.

result Achieved efficient unlearning with upper and lower bounds on risk.

algorithmic stability machine unlearning stochastic gradient descent total variation convex risk minimization

2021-02-25abs ↗pdf ↗

Exact Unlearning in Reinforcement Learningcs.LG

A new RL framework allows removing user data without affecting performance.

problem Efficiently removing user data from a reinforcement learning model without affecting performance.

method Formulated a

ρ

-TV-stable RL algorithm for tabular MDPs that supports exact unlearning.

result Achieved a nearly minimax optimal regret bound of

Ω(H\sqrt{\!SAT}\! +\! {SAH}/ρ)

for

ρ

-TV-stable RL algorithms.

reinforcement learning unlearning tabular MDPs TV-stability regret bound

2026-06-02abs ↗pdf ↗