MindDR combines a Planning Agent, DeepSearch Agent, and Report Agent with SFT cold-start, Search-RL, Report-RL, and preference alignment to reach competitive scores on research benchmarks using 30B-scale models.
Tree of thoughts: Deliberate problem solving with large language models
2 Pith papers cite this work. Polarity classification is still indexing.
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cs.AI 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
AI4S-SDS uses sparse MCTS and differentiable physics alignment to generate valid solvent mixtures and identifies a competitive photoresist developer formulation.
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Mind DeepResearch Technical Report
MindDR combines a Planning Agent, DeepSearch Agent, and Report Agent with SFT cold-start, Search-RL, Report-RL, and preference alignment to reach competitive scores on research benchmarks using 30B-scale models.
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AI4S-SDS: A Neuro-Symbolic Solvent Design System via Sparse MCTS and Differentiable Physics Alignment
AI4S-SDS uses sparse MCTS and differentiable physics alignment to generate valid solvent mixtures and identifies a competitive photoresist developer formulation.