Towards Mitigating Fabricated Consensus: The Active Provenance Gate for Multi-Agent Debate Synthesis

arXiv:2609.31422 · cs.MA, cs.AI, cs.CL · Submitted 2026-09-25 · Read on arXiv

cs.MA, cs.AI, cs.CL

Submitted: 2026-09-25

Updated: 2026-09-25

Code: https://github.com/m-Jakub/resilient-mas-framework

Terminology

• Provenance — 39× in this paper · explained in 4 episodes
• Verification — 17× in this paper · explained in 2 episodes
• Fidelity — 16× in this paper · explained in 2 episodes
• Grounding — 14× in this paper · explained in 3 episodes
• Multi-Agent Debate — 12× in this paper
• Trace — 11× in this paper · explained in 2 episodes
• Active Provenance Gate — 10× in this paper
• Hallucination — 9× in this paper · explained in 4 episodes
• Axioms — 7× in this paper · explained in 2 episodes
• RAG — 4× in this paper · explained in 3 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Abstraction — 2× in this paper · explained in 1 episode
• Admissibility — 2× in this paper · explained in 2 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Data Provenance — 2× in this paper · explained in 2 episodes
• Decoupling — 2× in this paper · explained in 2 episodes
• Knowledge Graph — 2× in this paper · explained in 7 episodes
• Multi-Agent System — 2× in this paper · explained in 6 episodes
• Retrieval-Augmented Generation — 2× in this paper
• Ablation study — 1× in this paper · explained in 1 episode
• Agent Interactions — 1× in this paper · explained in 1 episode
• Agentic Workflows — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Formalization of Provenance Fidelity — 1× in this paper
• Generalizability — 1× in this paper · explained in 6 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Iterative Refinement — 1× in this paper · explained in 3 episodes
• Natural Language Inference — 1× in this paper
• Natural Language Inference (NLI) — 1× in this paper · explained in 2 episodes
• Retrieval-Augmented Generation (RAG) — 1× in this paper · explained in 16 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

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