#prompt-learning2 articles

2 articles

AIBullisharXiv – CS AI · 5h ago7/10

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Combee: Scaling Prompt Learning for Self-Improving Language Model Agents

Researchers have developed Combee, a new framework that enables parallel prompt learning for AI language model agents, achieving up to 17x speedup over existing methods. The system allows multiple AI agents to learn simultaneously from their collective experiences without quality degradation, addressing scalability limitations in current single-agent approaches.

AINeutralarXiv – CS AI · 5h ago5/10

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Gram-Anchored Prompt Learning for Vision-Language Models via Second-Order Statistics

Researchers propose Gram-Anchored Prompt Learning (GAPL), a new framework that improves Vision-Language Model adaptation by incorporating second-order statistical features via Gram matrices. This approach enhances robustness against domain shifts and local noise compared to existing methods that rely solely on first-order spatial features.