cs.HC · 2026-08-20 · No. 90
Human-Computer Interaction, 2026-08-20.
1 new papers in cs.HC. Titles, authors,
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01 — The papers
1 entries-
01
LEDGER: Claim-to-Evidence Trace Graphs for Auditing LLM Agents
Daehong Kim, Haichao Miao, Shusen Liu
cs.HC · cs.AI
Large language model (LLM) agents can now carry out long-horizon technical workflows involving complex tool use, code execution, file edits, and generated artifacts. As agents do more work faster, the productivity bottleneck shifts from producing outputs to auditing whether those outputs are correct and trustworthy. Agent observability systems make fine-grained execution events visible, but visibility alone still leaves reviewers to...
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