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🔍 Advanced Research Search ​

Quick Search Tips ​

Search Operators ​

  • AND: neural AND networks - Both terms must be present
  • OR: UMAP OR dimensionality - Either term can be present
  • Quotes: "multi-agent systems" - Exact phrase
  • Prefix: hyperbolic* - Words starting with "hyperbolic"
  • Exclude: AI -chatbot - Include AI but exclude chatbot

Search by Category ​

  • Multi-Agent Systems: multi-agent, swarm, collective intelligence
  • Hyperbolic Geometry: hyperbolic, poincare, geometric deep learning
  • GPU Computing: GPU, CUDA, performance optimization
  • Dimensionality Reduction: UMAP, t-SNE, manifold learning
  • AI Safety: safety, alignment, risk assessment
  • Biological Networks: evolution, adaptation, biological systems

Search by Source Type ​

  • Academic Papers: arXiv, PNAS, Nature, ACM
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Advanced Filters ​

By Quality Status ​

  • ✅ Verified Sources: Manually curated with full abstracts
  • 🔄 Raw Sources: Extracted, requiring verification
  • 📊 Enriched: ArXiv papers with complete metadata

By Research Area ​

  1. Multi-Agent Systems (15+ sources)

    • Biological foundations
    • Technical implementation
    • Industry applications

  2. Hyperbolic Neural Networks (10+ sources)

    • Core mathematical foundations
    • Graph neural networks
    • Performance benchmarks

  3. GPU Computing (8+ sources)

    • Performance optimization
    • Memory management
    • Parallel processing

  4. Dimensionality Reduction (6+ sources)

    • UMAP algorithm
    • Visualization techniques
    • Scalability analysis

  5. AI Safety & Memory (5+ sources)

    • Episodic memory risks
    • Safety frameworks
    • Alignment research

  6. Biological Networks (8+ sources)

    • Evolution dynamics
    • Adaptation mechanisms
    • Complex systems

By Publication Year ​

  • 2025: Latest research (3 sources)
  • 2020-2024: Recent developments (45+ sources)
  • 2015-2019: Foundational work (15+ sources)
  • Before 2015: Historical context (4+ sources)

By Institution ​

  • Academic: MIT, Stanford, Columbia, Oxford
  • Industry: Google, NVIDIA, Microsoft, IBM, Anthropic
  • Publishers: Nature, PNAS, ACM, IEEE, Springer

Search Examples ​

Research Questions ​

  1. "How do multi-agent systems achieve collective intelligence?"

    • Search: collective intelligence multi-agent
    • Focus: Biological foundations, swarm behavior

  2. "What are the advantages of hyperbolic neural networks?"

    • Search: hyperbolic neural networks advantages
    • Focus: Performance comparisons, mathematical foundations

  3. "How does UMAP compare to other dimensionality reduction methods?"

    • Search: UMAP dimensionality reduction comparison
    • Focus: Benchmarks, scalability analysis

  4. "What are the risks of AI agent memory systems?"

    • Search: AI agent memory risks safety
    • Focus: Safety research, risk assessment

Technical Implementation ​

  1. "GPU optimization for graph neural networks"

    • Search: GPU graph neural networks optimization
    • Focus: Performance analysis, CUDA implementation

  2. "Biological network evolution algorithms"

    • Search: biological network evolution algorithms
    • Focus: Evolutionary computation, adaptation

  3. "Cost analysis of GraphRAG systems"

    • Search: GraphRAG cost analysis
    • Focus: Economic evaluation, scalability

Search Results Enhancement ​

What You'll Find ​

  • Direct Links: Click to access original sources
  • Abstracts: Key findings and relevance
  • Categories: Research area classification
  • Quality Indicators: Verification status
  • Citation Data: BibTeX format available

Quality Indicators ​

  • ✅ Verified: Manually reviewed with full analysis
  • 🔄 Processing: Automated extraction, needs review
  • 📊 Enriched: Complete metadata from academic APIs
  • 🎯 Relevant: High relevance to search query

🚀 Quick Start ​

  1. Use the search bar at the top of any page
  2. Try different keywords related to your research interest
  3. Use quotes for exact phrases
  4. Combine terms with AND/OR operators
  5. Browse categories for systematic exploration

Most Searched Topics ​

  1. Multi-agent systems applications
  2. Hyperbolic neural network performance
  3. GPU acceleration techniques
  4. UMAP visualization methods
  5. AI safety frameworks
  6. Biological network evolution

The search system indexes all 303 sources including titles, abstracts, categories, and metadata. Results are ranked by relevance with verified sources prioritized.

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