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AI agents for solid electrolytes: opportunities, challenges, and future directions
Open Access Review 31 Dec 2025
Qian Wang
, ...Eric Jianfeng Cheng
, ...Eric Jianfeng Cheng
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AI as a catalyst for transforming scientific research: a perspective
Open Access Perspective 19 Dec 2025
Limin Li, ...Piao Ma
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From large language models to AI agents in energy materials research: enabling discovery, design, and automation
Open Access Review 19 Dec 2025
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Knowledge-extractor: a self-evolving scientific framework for hydrogen energy research driven by AI agents
Open Access Original Article 15 Dec 2025
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Exploring structures of nanoclusters combining high-dimensional neural network potentials with unsupervised machine learning algorithms
Open Access Original Article 12 Dec 2025
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Accelerating multimetallic catalyst discovery with robotics and agentic AI
Open Access Commentary 24 Nov 2025
Jiayu Peng, ...Kritarth Dandapat
, ...Kritarth Dandapat
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From single-agent to multi-agent: a comprehensive review of LLM-based legal agents
Open Access Review 18 Nov 2025
Se Yang, ...Hongtao Wang
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From descriptors to machine learning interatomic potentials: a review of AI-accelerated electrocatalyst design
Open Access Mini Review 5 Nov 2025
Yueyang Lin, ...Pengfei Ou
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Cloud synthesis: a global closed-loop feedback powered by autonomous AI-driven catalyst design agent
Open Access Commentary 30 Sep 2025
Di Zhang, ...Hao Li
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