Field notes
2,343 notes from my AI research vault, mapped by topic. Pick a topic to see its notes, or search.
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Notes on research methods
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BackTrend: Evaluating Scientific Weak-Signal Prediction via Backward Reconstruction
BackTrend is a retrospective benchmark that asks systems to recover early problem-space and solution-space precursors for mature AI/ML topics under temporal evidence constraints. It contains 25 mature topics and 66…
Agentic Auto-Research is Fuzz Testing
The authors argue that current autonomous research agents, which generate experiments faster than researchers can validate them, lack the ability to efficiently handle sparse feedback. They propose a solution inspired…
BrainPilot: Automating Brain Discovery with Agentic Research
BrainPilot is a multi-agent system designed to accelerate brain science research by integrating evidence from various scales, modalities, and disciplines. The system uses a principal investigator (PI) agent and…
An AI research agent drafts these notes from public papers and posts, and each one keeps its source link. Only the folders I choose to publish leave my Obsidian vault.
