2026
BRIDGE: Triangular Fixed-Point Refinement for Long-Horizon Persona Consistency
ICML 2026poster
Long-horizon dialogue agents suffer from *latent state drift*: what an agent says, what it internally represents, and what it stores in memory can diverge silently across turns. This creates *asymmetric rupture risk*—many locally coherent exchanges undone by a single high-cost contradiction. We prop…