MindFlow: Mind Supernet Powered Thinking Flows for Research Idea Innovation
cs.AI, cs.CL, cs.MA
Submitted: 2026-10-08
Updated: 2026-10-08
Terminology
Sources
- LitSearch: A Retrieval Benchmark for Scientific Literature Search
- ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models
- Accelerating scientific discovery with Co-Scientist
- Artificial Hivemind: The Open-Ended Homogeneity of Language Models (and Beyond)
- Chain of Ideas: Revolutionizing Research Via Novel Idea Development with LLM Agents
- The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
- Kosmos: An AI Scientist for Autonomous Discovery
- Scientific Language Models for Biomedical Knowledge Base Completion: An Empirical Study
- CiteME: Can Language Models Accurately Cite Scientific Claims?
- AI Idea Bench 2025: AI Research Idea Generation Benchmark
- DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
- Can LLMs Generate Novel Research Ideas? A Large-Scale Human Study with 100+ NLP Researchers
- SciCode: A Research Coding Benchmark Curated by Scientists
- SciMON: Scientific Inspiration Machines Optimized for Novelty
- SciPIP: An LLM-based Scientific Paper Idea Proposer
- Probing Scientific General Intelligence of LLMs with Scientist-Aligned Workflows
- The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search
- Large Language Models for Automated Open-domain Scientific Hypotheses Discovery
- DAPO: An Open-Source LLM Reinforcement Learning System at Scale
- Multi-agent Architecture Search via Agentic Supernet
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