Deposon Layer Adds Auditable Ledger to LLM Reasoning Paths

arXiv: AI + Accounting · Qihao Yuan · September 8, 2026 · 1 min read · Relevance: 72/100

New scattering layer called Deposon makes LLM multi-step reasoning auditable by binding each reasoning node to a conserved state, enabling machine-checkable verification of discarded reasoning path...

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SerenAI system generates verifiable audit predictions via state-transition mo...
VERA-8B Model Flags Audit Risks from SEC Filings Before Enforcement
Researchers propose trace integrity framework for auditable LLM data agents

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SerenAI system generates verifiable audit predictions via state-transition mo...

HQ arXiv: AI + Accounting arXiv · 3d ago · 1 min read

Researchers propose SerenAI, an LLM-based state-transition system that outputs auditable, verifiable predictions instead of unconstrained text—addressing the need for traceable AI in legal, financi...

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HQ arXiv: AI + Accounting arXiv · 14d ago · 1 min read

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HQ arXiv: AI + Accounting arXiv · 21d ago · 1 min read

Research auditing step-level credit assignment in LLM agents finds that LLM-judge scores, logprob ratios, and confidence signals fail to identify which steps actually matter better than chance when...

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HQ arXiv: AI + Accounting arXiv · 22d ago · 1 min read

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