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Context Drift Equilibria

Dongre et al. "Context Drift Equilibria: Reminder Interventions for Longitudinal Stability." arXiv:2510.07777, 2025.

Key findings used in wiki

  • Context drift stabilizes as a bounded stochastic process rather than unbounded degradation
  • Periodic reminder interventions can reduce drift magnitude and maintain conversational coherence
  • Establishes theoretical framework for modeling long-term conversational stability
  • Suggests that system-level interventions (not just model improvements) can mitigate drift
  • Informs Mira's design of periodic context reinforcement in extended caregiving conversations