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Cost-Aware Learning

cs.LG · 2026-04-30 · unverdicted · novelty 5.0

Cost-Aware SGD samples by gradient-norm-to-cost ratio and is instantiated as Cost-Aware GRPO for length-dependent policy gradients, reducing tokens used in LLM RL while matching baseline accuracy.

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  • Cost-Aware Learning cs.LG · 2026-04-30 · unverdicted · none · ref 7

    Cost-Aware SGD samples by gradient-norm-to-cost ratio and is instantiated as Cost-Aware GRPO for length-dependent policy gradients, reducing tokens used in LLM RL while matching baseline accuracy.