Textual Equilibrium Propagation for Deep Compound AI Systems

TEP uses local prompt optimization to mitigate exploding and vanishing textual gradients in deep, long-horizon compound AI systems.

Can Textual Gradient Work in Federated Learning?

FedTextGrad studies federated LLM prompt optimization with textual gradients, identifying aggregation challenges and improving prompt summarization.