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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 automation
7 notes
ScholarCatalyst: A Benchmark for Retrieving Papers That Inspire New Research
The preprint builds a benchmark from judgments by 184 lead authors of 207 recent computer-science papers, who identified prior papers that advanced or could have advanced their projects and provided rationales. The…
Cogentic: Multi-Agent Orchestration for Automated Proof Discovery
The preprint describes an orchestrator that assigns independent provers to competing proof directions, uses specialized adversarial verification components, and promotes confirmed intermediate results into a persistent…
Recursive self-improvement of AI research agents
The preprint presents AIDE^2, a system that proposes code changes to an AI research agent, benchmarks modified versions on AI R&D tasks, and keeps changes that perform best on hidden evaluations. An autonomous…
BrainPilot: Automating Brain Discovery with Agentic Research
BrainPilot is a multi-agent system designed to accelerate brain science research using AI agents grounded in curated domain knowledge, traceable logs, and auditable records for transparency. The system is fully…
BrainPilot: Automating Brain Discovery with Agentic Research
BrainPilot is a multi-agent system developed by researchers for accelerating brain science research using AI agents. It includes a coordinating principal investigator (PI) agent, specialist agents grounded in curated…
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. It uses a unified brain science knowledge base containing over…
FARS: A Fully Automated Research System Deployed at Scale
The paper introduces FARS, a fully automated AI research system that can generate, execute, and write complete research papers on various AI/ML topics. In its first public deployment, FARS produced 166 papers while…
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.
