Introduces a regularized estimator achieving optimal MSE rates under a new relative balancedness condition while providing safety guarantees that match independent learning when tasks are unrelated.
Tail bounds for sums of geometric and exponential variables
1 Pith paper cite this work. Polarity classification is still indexing.
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abstract
We give explicit bounds for the tail probabilities for sums of independent geometric or exponential variables, possibly with different parameters.
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stat.ML 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
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Multi-task Linear Regression without Eigenvalue Lower Bounds: Adaptivity, Robustness and Safety
Introduces a regularized estimator achieving optimal MSE rates under a new relative balancedness condition while providing safety guarantees that match independent learning when tasks are unrelated.