CultivAgents: Cultivating Relationship-Centered Multi-Agent Systems for Personalized Gardening
A relationship-centered multi-agent system that coordinates experience, environmental, and ethnobotanical agents to deliver personalized, culturally grounded gardening support.
May 22, 2026
TextReg: Mitigating Prompt Distributional Overfitting via Regularized Text-Space Optimization
A regularization framework for text-space prompt optimization that mitigates distributional overfitting and improves out-of-distribution generalization.
May 20, 2026
UniSD: Towards a Unified Self-Distillation Framework for Large Language Models
A unified framework that systematically studies self-distillation for large language models, integrating complementary mechanisms for supervision reliability, representation alignment, and training stability.
May 7, 2026
MASCOT: Towards Multi-Agent Socio-Collaborative Companion Systems
A multi-agent framework for socio-collaborative companions that uses bi-level optimization to improve persona consistency and reduce redundant, sycophantic dialogue.
Jan 20, 2026