Synapse
⌘+K
Synapse
PulseExploreClubsResearchersJournals
Instagram
HomeClubsExplore
September 28, 2025Open Access

Deep Research: A Survey of Autonomous Research Agents

View Full Paper
Ask AI
Bookmark
Share

Authors

WZWenlin ZhangXLXiaopeng LiYZYingyi Zhang

Discussion

Loading...

Member takes

Overview

This survey analyzes key challenges and methods in deep research, emphasizing optimization techniques and report generation.

Key Points

  • Deep research agents generate comprehensive analytical reports, emphasizing the importance of evidence-based data.

Cite This Study

Zhang et al. (2025) studied this question.

synapsesocial.com/papers/68d913a34ddcf71ba560bb08https://doi.org/10.48550/arxiv.2508.12752
View Full Paper
Ask AI
Bookmark
Share

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments2025 · 1 citations
  2. 2Fathom-DeepResearch: Unlocking Long Horizon Information Retrieval and Synthesis for SLMs2025
  3. 3A survey on large language model based autonomous agents2024 · 1,622 citations
  4. 4The Hitchhiker's Guide to Autonomous Research: A Survey of Scientific Agents2025 · 1 citations
  5. 5From Language Models to Agentic AI: A Survey of Autonomous, Action-Enabled, and Collaborative LLM Agents2026 · 1 citations