One Task, Many Interfaces: Simple Cross-Interface Consistency Training Improves LLM Agent Robustness

arXiv:2610.20576 · cs.LG, cs.AI, cs.CL · Submitted 2026-10-14 · Read on arXiv

cs.LG, cs.AI, cs.CL

Submitted: 2026-10-14

Updated: 2026-10-14

Terminology

• Consistency — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes

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