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ProvenanceGuard: Source-Aware Factuality Verification for MCP-Based LLM Agents

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1 SIGNALFIRST DETECTED 17 June 2026
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25 Sept
Claim-Gated Source-Risk Auditing for Generative Search

arXiv:2609.29145v1 Announce Type: new Abstract: A generative search answer can cite a supported passage yet omit a source relationship that changes its interpretation. We specify

REPORT · WHEN · ArXiv CS.AIOPEN STORY
15 Apr
TRUST Agents: A Collaborative Multi-Agent Framework for Fake News Detection, Explainable Verification, and Logic-Aware Claim Reasoning

arXiv:2604.12184v1 Announce Type: new Abstract: TRUST Agents is a collaborative multi-agent framework for explainable fact verification and fake news detection. Rather than

REPORT · WHAT · ArXiv CS.AIOPEN STORY
13 Apr
VerifAI: A Verifiable Open-Source Search Engine for Biomedical Question Answering

arXiv:2604.08549v1 Announce Type: cross Abstract: We introduce VerifAI, an open-source expert system for biomedical question answering that integrates retrieval-augmented

REPORT · HOW · ArXiv CS.AIOPEN STORY
23 Mar
Stepwise: Neuro-Symbolic Proof Search for Automated Systems Verification

arXiv:2603.19715v1 Announce Type: new Abstract: Formal verification via interactive theorem proving is increasingly used to ensure the correctness of critical systems, yet

REPORT · HOW · ArXiv CS.AIOPEN STORY
29 Sept
17 Oct
ClaimScope: Label-Blind Witness Verification for Mathematical Claim Auditing

arXiv:2610.21581v1 Announce Type: new Abstract: Mathematical agents are commonly evaluated by answer accuracy or proof acceptance. We introduce ClaimScope, a 72-task benchmark for

REPORT · WHAT · ArXiv CS.AIOPEN STORY
14 Aug
Backdoor Decontamination Dynamics in LLM Agents

arXiv:2608.11295v1 Announce Type: cross Abstract: Open-weight LLM agents are vulnerable to backdoors installed during fine-tuning, which may be undetectable if the trigger

REPORT · WHAT · ArXiv CS.AIOPEN STORY
14 May
An Agentic LLM-Based Framework for Population-Scale Mental Health Screening

arXiv:2605.13046v1 Announce Type: new Abstract: Mental health disorders affect millions worldwide, and healthcare systems are increasingly overwhelmed by the volume of clinical

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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