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Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Apr 18, 2026 · Artificial Intelligence

From Passive Exposure to Active Decision Assistant: Deep Research Framework for Recommenders

The paper introduces the Deep Research paradigm and the RecPilot multi‑agent framework, which transform traditional list‑based recommender systems into proactive decision‑support assistants that simulate user exploration, generate structured reports, and demonstrably outperform existing baselines on TMALL data.

Deep ResearchLLMMulti-agent
0 likes · 10 min read
From Passive Exposure to Active Decision Assistant: Deep Research Framework for Recommenders
Machine Learning Algorithms & Natural Language Processing
Machine Learning Algorithms & Natural Language Processing
Mar 17, 2026 · Artificial Intelligence

From Lists to Decision Reports: The Deep Research Framework for Recommender Systems

The paper introduces Deep Research for Recommender Systems, a multi‑agent framework called RecPilot that replaces traditional list‑based recommendations with AI‑driven exploration, trajectory simulation, and structured decision‑support reports, and demonstrates its superiority on TMALL data through extensive trajectory and report‑generation evaluations.

Deep ResearchLLMMulti-agent
0 likes · 10 min read
From Lists to Decision Reports: The Deep Research Framework for Recommender Systems