EASE minimizes first-order mean squared error for probabilistic value estimation by jointly optimizing the sampling law and surrogate function, outperforming prior methods.
Towards efficient data valuation based on the shapley value.AISTATS, abs/1902.10275:1167–1176
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CHRONOS is a three-layer system for evolving data marketplaces that applies neural-ODE temporal decay, changepoint-aware Shapley valuation, and EXP3-IX private coordination to achieve 0.937 recall, 2.74 qps, 161 ms latency, and epsilon 4.25 at delta 10^-6.
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First-Order Efficiency for Probabilistic Value Estimation via A Statistical Viewpoint
EASE minimizes first-order mean squared error for probabilistic value estimation by jointly optimizing the sampling law and surrogate function, outperforming prior methods.
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CHRONOS: Temporally-Aware Multi-Agent Coordination for Evolving Data Marketplaces
CHRONOS is a three-layer system for evolving data marketplaces that applies neural-ODE temporal decay, changepoint-aware Shapley valuation, and EXP3-IX private coordination to achieve 0.937 recall, 2.74 qps, 161 ms latency, and epsilon 4.25 at delta 10^-6.