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deployment efficiency

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linear markov decision process (2) model compression (2) reward-free reinforcement learning (1) large language model (1) large language model quantization (1) low-rank adapter (1) once-for-all training (1) expert pruning (1) near-optimal policy (1) inference speed (1)

Papers

One QuantLLM for ALL: Fine-tuning Quantized LLMs Once for Efficient Deployments ACL 2025 Not All Experts are Equal: Efficient Expert Pruning and Skipping for Mixture-of-Experts Large Language Models ACL 2024 Near-Optimal Deployment Efficiency in Reward-Free Reinforcement Learning with Linear Function Approximation ICLR 2023 Towards Deployment-Efficient Reinforcement Learning: Lower Bound and Optimality ICLR 2022 Deployment-Efficient Reinforcement Learning via Model-Based Offline Optimization ICLR 2021