On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,291 papers · 148 categories

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2 results for “state-merging”

Human in the Loop: Interactive Passive Automata Learning via Evidence-Driven State-Merging Algorithmsstat.ML

Interactive learning of automata models with human input.

problem Learning finite state automata from noisy, incomplete data.

method Evidence-driven state-merging algorithm with human interaction.

result Human input significantly improves automata learning accuracy.

automata learning interactive machine learning state merging human expertise

2017-07-28abs ↗pdf ↗

Interpreting Finite Automata for Sequential Datastat.ML

Paper modifies automata learning to improve interpretability.

problem Lack of clear interpretation for automata models.

method Proposes a state-merging approach to modify finite state automata.

result Demonstrates applicability of key properties in various sequential data contexts.

automata interpretability finite state sequential data state-merging

2016-11-21abs ↗pdf ↗