cs.DS · 2026-05-30 · No. 12
Data Structures and Algorithms, 2026-05-30.
1 new papers in cs.DS. Titles, authors,
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01 — The papers
1 entries-
01
On Language Generation in the Limit with Bounded Memory
Jon Kleinberg, Anay Mehrotra, Amin Saberi, Grigoris Velegkas
cs.DS · cs.AI · cs.CL · cs.LG · stat.ML
We study language generation in the limit under bounded memory. In this task, a learner observes examples from an unknown target language one at a time and must eventually output only new valid examples. Prior work assumes access to the entire history, a strong assumption since realistic algorithms retain limited past information. Classical work in learning theory shows memory constraints dramatically alter learnability; we extend this to...
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