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Bandits in Prod: Hyperparameter Optimization at Inference Time

Abraham, Louis et al.
arXiv (OAI Expanded) · Papers
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artificial-intelligencemachine-learning
Many production systems can assess a configuration only by using it on live requests and observing noisy feedback. Modern agentic systems are a prominent example, with inference-time choices such as model selection, retrieval depth, prompting strategy, and decoding temperature, yet often with no rep
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