Authors

Zhe Cui

Publications 2

Preprint Open access

Chronos Enables Code Agents to Reason over Software Evolution

Xin Yin, Yiang Zhang, Zhiyuan Peng et al. · 2026

Historical pull requests record the design decisions, compatibility constraints, and implementation patterns behind a codebase's current state. Experience relevant to a new task can span related changes whose descriptions emphasize different concerns. We introduce Chronos, a test-time framework that makes this connecte …

Preprint Open access

CHAIN: Calibrated LLM Forecasting via Causal-Temporal Hypergraph Inference

Wenjin Liu, Chenxi Wang, Yue Lu et al. · 2026

Large language models have achieved significant progress in event forecasting, yet their probability outputs exhibit systematic calibration bias that varies heterogeneously across different domains and question types, undermining the trustworthiness of probabilistic outputs for decision-making under uncertainty. Howeve …

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