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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Ping Zhang

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Aug 2026

Kinase Fusions Define a Distinct Subset of BRAF V600E‑Negative Metanephric Adenomas: A Multi-Institutional Study of 7 Cases.

Metanephric adenoma (MA) is a rare benign renal neoplasm characterized by recurrent BRAF V600E mutations in ∼80% to 90% of cases. The molecular drivers in BRAF V600E‑negative MAs remain poorly understood, although rare kinase fusions have been reported. Here, we present a multi‑institutional series of 7 BRAF V600E‑nega...

Ming Zhao, Xiao-Qun Yang, Qifeng Wang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

From Retrieval to Reasoning: Agentic Mechanism Prediction from Cell Painting Profiles

PhenoAIR is proposed, a reliability-aware multi-agent framework that maintains a candidate-centric evidence memory and performs controller-guided refinement over phenotype- and mechanism-side evidence and outperforms representation-matching and LLM-based baselines across all settings.

Jia-Yuan Chen, Botao Yu, Tian-Yu Liu et al. · 0 citations
Conference 2023

Fairness and Accuracy Under Domain Generalization

This paper develops theoretical bounds on the unfairness and expected loss at deployment, and derives sufficient conditions under which fairness and accuracy can be perfectly transferred via invariant representation learning, and designs a learning algorithm such that fair ML models learned with training data still hav...

Thai-Hoang Pham, Xue-Ru Zhang, Ping Zhang · 0 citations

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