2 papers
cs.CL2026
Canonical Procedural Actions: An Auditable Annotation Protocol for Tool-Use Agent Traces
Songqi Li, Dongqing Li, Zheqiao Cheng
Tool-use agent traces identify messages and API calls, but procedural analyses also need explicit units of action and inspectable links to their evidence. We present Canonical Proc…
stat.AP2026
De-Linearizing Agent Traces: Bayesian Inference of Latent Partial Orders for Efficient Execution
Dongqing Li, Zheqiao Cheng, Geoff K. Nicholls +1
AI agents increasingly execute procedural workflows as sequential action traces, which obscures latent concurrency and induces repeated step-by-step reasoning. We introduce BPOP, a…