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Zheqiao Cheng

2 accepted papers

2026

De-Linearizing Agent Traces: Bayesian Inference of Latent Partial Orders for Efficient Execution

ICML 2026poster

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 Bayesian framework that infers a latent dependency partial order from noisy linearized traces. BPOP models traces as st…

Cited by 0SourceScholar
2026

Insert Anything: Image Insertion via In-Context Editing in DiT

AAAI 2026technical

This work presents Insert Anything, a unified framework for reference-based image insertion that seamlessly integrates objects from reference images into target scenes under flexible, user-specified control guidance. Instead of training separate models for individual tasks, our approach is trained o

Cited by 0SourcePDFScholar