APA (7th ed.) Citation

Liu, S. (2026). Optimizing Multi-Agent Weather Captioning via Text Gradient Descent: A Training-Free Approach with Consensus-Aware Gradient Fusion.

Chicago Style (17th ed.) Citation

Liu, Shixu. Optimizing Multi-Agent Weather Captioning via Text Gradient Descent: A Training-Free Approach with Consensus-Aware Gradient Fusion. 2026.

MLA (9th ed.) Citation

Liu, Shixu. Optimizing Multi-Agent Weather Captioning via Text Gradient Descent: A Training-Free Approach with Consensus-Aware Gradient Fusion. 2026.