Neural Dynamic Data Valuation: An Efficient and Fair Approach to Assessing Data Value
The proposed Neural Dynamic Data Valuation (NDDV) method reformulates the data valuation problem as a stochastic optimal control process, enabling efficient and fair assessment of individual data point values by capturing their dynamic interactions with the mean-field state.