XZ
Xiang Zhuang
cs.AIcs.CLcs.LGLung NeoplasmsEsophageal NeoplasmsMicrobiotaq-bio.BMEsophageal Squamous Cell CarcinomaEsophagectomyLung cancer
On Valency
published · living versionsW_ap69b7ug·v1 · currentpublished
Sage-A1.5: From Long-Horizon Execution to Scientific Exploration with Capability Composition
with Wenjie Lou, Tianshuo Peng, Shiyang Feng, Shengji Tang +94
1 version
Preprints & journals
46 papers in the corpus · 2010–2026Sage-A1.5: From Long-Horizon Execution to Scientific Exploration with Capability Composition2610.28578v1 · Wenjie Lou, Tianshuo Peng, Shiyang Feng et al.2026 · 0 citationsarXivon Valency
When LLM Meets Tree Search: A Systematic View of Inference as Search in Large Language Models2608.30395v1 · Jiaqi Wei, Xiang Zhang, Yuejin Yang et al.2026 · 0 citationsarXiv
When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation2608.03632v1 · Yinuo Jiang, Yongjie Ye, Zhou Tao et al.2026 · 0 citationsarXiv
Agents-K1: Towards Agent-native Knowledge Orchestration2606.13669v3 · Zongsheng Cao, Bihao Zhan, Jinxin Shi et al.2026 · 0 citationsarXiv
Embodied Science: Closing the Discovery Loop with Agentic Embodied AI2603.19782v1 · Xiang Zhuang, Chenyi Zhou, Kehua Feng et al.2026 · 0 citationsarXiv
Bridging data and discovery: a survey on knowledge graphs in AI for science.42109305 · Ding, Keyan, Zhu, Zhihui, Tang, Yuqi et al.2026 · 6 citationsNational science review. 2026;13(8):nwag140
Omni-Weather: A Unified Multimodal Model for Weather Radar Understanding and Generation2512.21643v3 · Zhiwang Zhou, Yuandong Pu, Xuming He et al.2025 · 0 citationsarXiv
Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows2512.16969v1 · Wanghan Xu, Yuhao Zhou, Yifan Zhou et al.2025 · 0 citationsarXiv
Association of multi-site microbial features with malignancy risk in pulmonary ground-glass nodules and identification of predictive biomarkers: a prospective multicenter cohort study.41310662 · Huang, Chunxia, He, Jiawei, Fu, Xi et al.2026 · 0 citationsJournal of translational medicine. 2025;24(1)
Knowledge-Augmented Long-CoT Generation for Complex Biomolecular Reasoning2511.08024v1 · Tianwen Lyu, Xiang Zhuang, Keyan Ding et al.2025 · 0 citationsarXiv
Unifying Tree Search Algorithm and Reward Design for LLM Reasoning: A Survey2510.09988v1 · Jiaqi Wei, Xiang Zhang, Yuejin Yang et al.2025 · 0 citationsarXiv
From AI for Science to Agentic Science: A Survey on Autonomous Scientific Discovery2508.14111v2 · Jiaqi Wei, Yuejin Yang, Xiang Zhang et al.2025 · 6 citationsarXiv
Boosting LLM's Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning2506.23056v1 · Xiang Zhuang, Bin Wu, Jiyu Cui et al.2025 · 1 citationarXiv
Oral microbiota as a biomarker for predicting the risk of malignancy in indeterminate pulmonary nodules: a prospective multicenter study.39728732 · Ma, Qiong, Huang, Chun-Xia, He, Jia-Wei et al.2025 · 15 citationsInternational journal of surgery (London, England). 2025;111(2):2055-2071
Diagnostic potential of salivary microbiota in persistent pulmonary nodules: identifying biomarkers and functional pathways using 16S rRNA sequencing and machine learning.39609902 · Zeng, Xiao, Ma, Qiong, Huang, Chun-Xia et al.2024 · 13 citationsJournal of translational medicine. 2024;22(1):1079
Single-cell RNA sequencing reveals immune microenvironment niche transitions during the invasive and metastatic processes of ground-glass nodules and part-solid nodules in lung adenocarcinoma.39580469 · Ren, Yi-Feng, Ma, Qiong, Zeng, Xiao et al.2024 · 45 citationsMolecular cancer. 2024;23(1):263
Multi-purpose controllable protein generation via prompted language models10.1101/2024.11.17.624051v1 · Wang, Z., Chen, B., Ding, K. et al.2024 · 1 citationbioRxiv
Evaluation of the efficacy of PD‑1/PD‑L1 inhibitor plus bevacizumab and chemotherapy for the treatment of patients with driver gene‑negative advanced‑stage lung adenocarcinoma: A retrospective cohort study.39584040 · Yang, Xiaozun, Li, Xin, Huang, Ke et al.2024 · 2 citationsOncology letters. 2025;29(1):53
Advancing biomolecular understanding and design following human instructions2410.07919v2 · Xiang Zhuang, Keyan Ding, Tianwen Lyu et al.2024 · 8 citationsNature Machine Intelligence volume 7, pages1154-1167 (2025)
Comparison of pathologic response and survival outcomes between neoadjuvant chemoradiotherapy (nCRT) and neoadjuvant immunochemotherapy (nICT) in patients with locally advanced esophageal squamous cell carcinoma: a propensity score-matched analysis.39369225 · Wang, Yi, Ma, Ke, Zhang, Huan et al.2024 · 19 citationsBMC cancer. 2024;24(1):1228
SciKnowEval: Evaluating Multi-level Scientific Knowledge of Large Language Models2406.09098v4 · Kehua Feng, Xinyi Shen, Weijie Wang et al.2024 · 4 citationsarXiv
Electronic Patient-Reported Outcome-Based Symptom Management Versus Usual Care After Lung Cancer Surgery: Long-Term Results of a Multicenter, Randomized, Controlled Trial.38574304 · Dai, Wei, Wang, Yaqin, Liao, Jia et al.2024 · 29 citationsJournal of clinical oncology : official journal of the American Society of Clinical Oncology. 2024;42(18):2126-2131
StableMask: Refining Causal Masking in Decoder-only Transformer2402.04779v1 · Qingyu Yin, Xuzheng He, Xiang Zhuang et al.2024 · 0 citationsarXiv
Scientific Large Language Models: A Survey on Biological & Chemical Domains2401.14656v2 · Qiang Zhang, Keyang Ding, Tianwen Lyv et al.2024 · 124 citationsarXiv
Learning Invariant Molecular Representation in Latent Discrete Space2310.14170v1 · Xiang Zhuang, Qiang Zhang, Keyan Ding et al.2023 · 13 citationsarXiv
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction2310.03269v1 · Zeyuan Wang, Qiang Zhang, Keyan Ding et al.2023 · 16 citationsarXiv
Graph Sampling-based Meta-Learning for Molecular Property Prediction2306.16780v1 · Xiang Zhuang, Qiang Zhang, Bin Wu et al.2023 · 16 citationsarXiv
Longitudinal patient-reported outcomes 1 year after thoracoscopic segmentectomy versus lobectomy for early-stage lung cancer: a multicentre, prospective cohort study protocol.36657755 · Gao, Xin, Dai, Wei, Zhang, Qi et al.2023 · 8 citationsBMJ open. 2023;13(1):e067841
De novo analysis of bulk RNA-seq data at spatially resolved single-cell resolution.36310179 · Liao, Jie, Qian, Jingyang, Fang, Yin et al.2022 · 89 citationsNature communications. 2022;13(1):6498
Patient-Reported Outcome-Based Symptom Management Versus Usual Care After Lung Cancer Surgery: A Multicenter Randomized Controlled Trial.34995100 · Dai, Wei, Feng, Wenhong, Zhang, Yuanqiang et al.2022 · 117 citationsJournal of clinical oncology : official journal of the American Society of Clinical Oncology. 2022;40(9):988-996
scDeepSort: a pre-trained cell-type annotation method for single-cell transcriptomics using deep learning with a weighted graph neural network.34500471 · Shao, Xin, Yang, Haihong, Zhuang, Xiang et al.2022 · 158 citationsNucleic acids research. 2021;49(21):e122
Molecular Contrastive Learning with Chemical Element Knowledge Graph2112.00544v2 · Yin Fang, Qiang Zhang, Haihong Yang et al.2021 · 112 citationsarXiv
Unresected small lymph node assessment predicts prognosis for patients with pT3N0M0 thoracic esophageal squamous cell carcinoma.34657600 · Wang, Yi, Xiao, Ping, Yang, Ningjing et al.2021 · 8 citationsWorld journal of surgical oncology. 2021;19(1):303
Benchmarking Knowledge-driven Zero-shot Learning2106.15047v3 · Yuxia Geng, Jiaoyan Chen, Xiang Zhuang et al.2021 · 16 citationsarXiv
Knowledge-aware Contrastive Molecular Graph Learning2103.13047v1 · Yin Fang, Haihong Yang, Xiang Zhuang et al.2021 · 8 citationsarXiv
An improved method for gastric tube and anastomotic anvil placement during thoracoscopic and laparoscopic Ivor Lewis esophagectomy.32466762 · Shen, Yi, Zhou, Yunfeng, Zhuang, Xiang2021 · 1 citationWorld journal of surgical oncology. 2020;18(1):110
Effect of Preoperative Nutritional Risk Screening and Enteral Nutrition Support in Accelerated Recovery after Resection for Esophageal Cancer.32400212 · Shen, Yi, Zhou, Yunfeng, He, Tao et al.2021 · 23 citationsNutrition and cancer. 2021;73(4):596-601
Matrine induces apoptosis via targeting CCR7 and enhances the effect of anticancer drugs in non-small cell lung cancer in vitro.30236029 · Pu, Jiangtao, Tang, Xiaojun, Zhuang, Xiang et al.2019 · 22 citationsInnate immunity. 2018;24(7):394-399
Reoperation for hemostasis within 24 hours can get a better short-term outcome when indicated after lung cancer surgery.29268374 · Dai, Wei, Yang, Xiao-Jun, Zhuang, Xiang et al.2022 · 15 citationsJournal of thoracic disease. 2017;9(10):3677-3683
Giant chronic expanding hematoma in the chest identified 25 years after a blunt chest trauma.27073651 · Dai, Wei, Zhuang, Xiang, Li, Qiang et al.2020 · 7 citationsMolecular and clinical oncology. 2016;4(4):507-509
Reverse-Puncture Anastomotic Technique for Minimally Invasive Ivor-Lewis Esophagectomy.26652543 · Xiao, Ping, Zhuang, Xiang, Shen, Yi et al.2016 · 12 citationsThe Annals of thoracic surgery. 2015;100(6):2372-5
Mediastinal small cell carcinoma: a unique clinical entity?26329297 · Dai, W, Liu, M, Zhuang, X et al.2017 · 3 citationsClinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico. 2016;18(5):515-20
Oesophagectomy in a patient with azygos vein continuation of the inferior vena cava: report of a case.26264228 · Shen, Yi, Zhuang, Xiang, Xiao, Ping et al.2016 · 7 citationsWorld journal of surgical oncology. 2015;13:242
[Comparison of perioperative outcomes and lymphadenectomy after thoracoscopic esophagectomy in semi prone position and open esophagectomy].25620486 · Wang, Xiang, Li, Qiang, Zhuang, Xiang et al.2015 · 1 citationZhonghua zhong liu za zhi [Chinese journal of oncology]. 2014;36(11):863-6
[The comparative study of lymph node dissection by video-assisted thoracoscopic surgery (VATS) and conventional lateral incision surgery].21159251 · LI, Qiang, HE, Jintao, ZHUANG, Xiang et al.2011 · 2 citationsZhongguo fei ai za zhi = Chinese journal of lung cancer. 2010;13(12):1141-4
Genome-wide association study of esophageal squamous cell carcinoma in Chinese subjects identifies susceptibility loci at PLCE1 and C20orf54.20729853 · Wang, Li-Dong, Zhou, Fu-You, Li, Xue-Min et al.2010 · 416 citationsNature genetics. 2010;42(9):759-63
Career total: 64 works. 46 are in this corpus.
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