Learning-Aided Heuristics Design for Storage System

Summary: Learning-aided heuristic design for storage systems using DRL to synthesize white-box, interpretable strategies. Outperforms default and handcrafted policies in production resource allocation; DRL insights rendered as human-readable rules. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 6244
Venue: SIGMOD
Year: 2021
Pagerank: 5.1725247e-05
Overall Rank: 11,490 | 20.15%
DOI: 10.1145/3448016.3457554

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Rank	Cited Paper	Year	Venue	Pagerank
45	The Case for Learned Index Structures	2018	SIGMOD	0.0004530684

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