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NSRU achieves controlled unlearning in LLMs by balancing the suppression of undesirable knowledge with the retention of useful capabilities, outperforming traditional methods.
Dealer-assisted secure comparison protocols can now achieve up to 19.4x speedups in MPC frameworks by optimizing both preprocessing and online phases for different algebraic domains.