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A novel Fenchel duality approach allows efficient generative model adaptation to arbitrary utility functions, achieving up to 20x speedup and broader preference support than existing methods.
DPTs, previously limited to simplified domains, now crush Algorithm Distillation in multi-domain in-context RL, proving they can generalize to unseen tasks.
