AI & ML Papers
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Advancing research in Machine Learning – practical insights, tools, and techniques for researchers.

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ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

📝 Summary:
ComfyUI-Copilot is an LLM and multi-agent system that enhances ComfyUI's usability. It provides intelligent recommendations and automated one-click workflow construction, lowering entry barriers for beginners and boosting efficiency for experienced users.

🔹 Publication Date: Published on Jun 5

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2506.05010
• PDF: https://arxiv.org/pdf/2506.05010
• Project Page: https://x.com/wangly0229/status/1923515826713526583
• Github: https://github.com/AIDC-AI/ComfyUI-Copilot

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For more data science resources:
https://xn--r1a.website/DataScienceT

#LLM #MultiAgent #ComfyUI #AI #WorkflowAutomation
Solving a Million-Step LLM Task with Zero Errors

📝 Summary:
MAKER solves million-step LLM tasks with zero errors. It uses extreme task decomposition for microagents and applies error correction at each step with multi-agent voting. This offers a new scalable approach for complex LLM processes.

🔹 Publication Date: Published on Nov 12

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2511.09030
• PDF: https://arxiv.org/pdf/2511.09030

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For more data science resources:
https://xn--r1a.website/DataScienceT

#LLM #AI #ErrorCorrection #MultiAgent #TaskDecomposition
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QuantAgent: Price-Driven Multi-Agent LLMs for High-Frequency Trading

📝 Summary:
QuantAgent is a multi-agent LLM framework for high-frequency trading. It uses specialized agents for indicators, patterns, trends, and risk to make rapid decisions. It outperforms existing neural and rule-based systems in accuracy and returns.

🔹 Publication Date: Published on Sep 12, 2025

🔹 Paper Links:
• arXiv Page: https://arxiv.org/abs/2509.09995
• PDF: https://arxiv.org/pdf/2509.09995
• Project Page: https://Y-Research-SBU.github.io/QuantAgent/
• Github: https://github.com/Y-Research-SBU/QuantAgent

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For more data science resources:
https://xn--r1a.website/DataScienceT

#LLM #MultiAgent #HighFrequencyTrading #FinTech #AlgorithmicTrading
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