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.

168,742 papers · 148 categories

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3 results for “tool-chain”

ToolChain-CRC: Conformal Risk Control for Agentic AI Under Retrieval and Tool-Use Driftstat.ML

ToolChain-CRC addresses the risk-control problem for retrieval-augmented and tool-using agents under drift.

problem Risk-control problem for retrieval-augmented and tool-using agents under drift.

method ToolChain-CRC uses conformal risk-control under exchangeable calibration runs.

result Trajectory-level risk control keeps accepted-trajectory risk below the target.

risk-control drift agentic AI tool-chain conformal risk

2026-06-16abs ↗pdf ↗

Linear-Time Probabilistic Solutions of Boundary Value Problemsstat.ML

Fast algorithm solves BVPs in linear time with probabilistic uncertainty.

problem Solving boundary value problems efficiently and accurately.

method Gauss--Markov prior tailored to BVPs, linear-time computation.

result Probabilistic solution with linear time complexity and comparable quality.

boundary value problems linear time probabilistic methods Gauss--Markov prior uncertainty quantification

2021-06-14abs ↗pdf ↗

Root-cause Analysis for Time-series Anomalies via Spatiotemporal Graphical Modeling in Distributed Complex Systemsstat.ML

Performance monitoring, anomaly detection, and root-cause analysis in complex cyber-physical systems (CPSs) are often highly intractable due to widely diverse operational modes, disparate data types, and complex fault propagation mechanisms. This paper presents a new data-driven framework for root-cause analysis, based…

2018-05-31abs ↗pdf ↗