Develops PromptShift-CRC for drift-aware conformal risk control in foundation models under prompt and domain shift.
arXiv research
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Adaptive financial dataflow system improves model robustness in dynamic markets.
Nowadays with a growing number of online controlling systems in the organization and also a high demand of monitoring and stats facilities that uses data streams to log and control their subsystems, data stream mining becomes more and more vital. Hoeffding Trees (also called Very Fast Decision Trees a.k.a. VFDT) as a B…
This study develops a dynamic inverse optimization framework to recover hidden, time-varying preferences from observed allocation trajectories.
ToolChain-CRC addresses the risk-control problem for retrieval-augmented and tool-using agents under drift.