Research index

Multi-agent security research.

A focused index for recent papers, topic groupings, concepts, and trend signals related to multi-agent security.

Recent publications

Some of the most recent papers

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Published 2026-10-05

BazaarBench: Delegation Safety in Decentralized C2C Marketplaces Run by LLM Agents

BazaarBench is a novel simulated decentralized consumer-to-consumer (C2C) marketplace benchmark designed to evaluate safety and delegation failures of Large Language Model (LLM) agents acting autonomously in buying and selling scenarios.

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Published 2026-10-05

The Pushback Paradox: A Two-Probe Diagnostic for Language Model Compliance

The paper addresses the trade-off in language model compliance known as the Pushback Paradox: models that always comply are exploitable, whereas models that resist cannot be stopped, impacting their controllability.

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Published 2026-10-05

HERA: Harness-Environment Co-Evolution for Reliable Agentic Abstention

The paper addresses the challenge of agentic abstention in large language model (LLM) agents, specifically their difficulty recognizing when tasks are infeasible and should be declined.

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Research trends

Where the literature is moving.

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