ClusterUCB uses gradient clustering plus a modified UCB bandit to match full-budget gradient influence data selection at a 20% computing budget.
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ClusterUCB: Efficient Gradient-Based Data Selection for Targeted Fine-Tuning of LLMs
ClusterUCB uses gradient clustering plus a modified UCB bandit to match full-budget gradient influence data selection at a 20% computing budget.