MERGE3 uses IRT-based estimators on a small evaluation subset to make evolutionary model merging 50x cheaper on a single consumer GPU while retaining competitive accuracy.
Hence F (θ∗; D) − F (ˆθ; ¯D) ≤ ϵ, completing the proof
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MERGE$^3$: Efficient Evolutionary Merging on Consumer-grade GPUs
MERGE3 uses IRT-based estimators on a small evaluation subset to make evolutionary model merging 50x cheaper on a single consumer GPU while retaining competitive accuracy.