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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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0111 · Feb 201819922001200920182026
2 results for super-teaching

A teacher can improve a learner's performance by selecting a smaller, more effective training subset.

problem Improving a learner's performance by selecting a smaller training subset.
method Sharp guarantees for two learners and a mixed-integer nonlinear programming-based algorithm for general learners.
result Empirical experiments show that the algorithm finds good super-teaching sets for regression and classification problems.

A collaborative machine teaching method that improves learner performance with privacy and efficiency.

problem Improving learner performance with distributed teachers while maintaining privacy and scalability.
method Formulates collaborative teaching as a consensus and privacy-preserving optimization process to minimize teaching risk.
result The proposed method delivers significantly more accurate teaching results with high speed compared to non-collaborative MINLP-based super teaching.