2026
Advanced Black-Box Tuning of Large Language Models with Limited API Calls
AAAI 2026technical
Black-box tuning is an emerging paradigm for adapting large language models (LLMs) to better achieve desired behaviors, particularly when direct access to model parameters is unavailable. Current strategies, however, often present a dilemma of suboptimal extremes: either separately train a small pro