SD
Shangheng Du
cs.AIcs.CLcs.LGcs.CV
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
10 papers in the corpus · 2024–2026Sage-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
MLExpert: Towards a Generalist Agentic Model for Autonomous Machine Learning Engineering2610.22344v1 · Shangheng Du, Jinxin Shi, Shuaiyu Zhang et al.2026 · 0 citationsarXiv
ERR+: Sequential Entropy Resolution for Efficient and Decisive LLM Reasoning2608.28771v2 · Xin Jiang, Minhao Wang, Wen Wu et al.2026 · 0 citationsarXiv
Intern-S2-Preview: Scientific Agentic Foundation Model2608.13505v1 · Lei Bai, Jiaqi Cao, Chiyu Chen et al.2026 · 0 citationsarXiv
Scaling the Horizon, Not the Parameters: Reaching Trillion-Parameter Performance with a 35B Agent2606.30616v2 · Lei Bai, Zongsheng Cao, Yang Chen et al.2026 · 0 citationsarXiv
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery2606.06473v2 · Shangheng Du, Xiangchao Yan, Jinxin Shi et al.2026 · 0 citationsarXiv
InternAgent-1.5: A Unified Agentic Framework for Long-Horizon Autonomous Scientific Discovery2602.08990v1 · Shiyang Feng, Runmin Ma, Xiangchao Yan et al.2026 · 0 citationsarXiv
AutoMLGen: Navigating Fine-Grained Optimization for Coding Agents2510.08511v1 · Shangheng Du, Xiangchao Yan, Dengyang Jiang et al.2025 · 0 citationsarXiv
A Survey on the Optimization of Large Language Model-based Agents2503.12434v2 · Shangheng Du, Jiabao Zhao, Jinxin Shi et al.2025 · 21 citationsACM Computing Surveys 58(9), Article 223, July 2026
Autobalanced Multitask Node Embedding Framework for Intelligent Education.37015640 · Shen, Xiaoxuan, Yu, Jianwei, Liang, Ruxia et al.2024 · 2 citationsIEEE transactions on neural networks and learning systems. 2024;35(6):8653-8667
Career total: 17 works. 10 are in this corpus.
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