OctoT2I uses a no-supervision PSEL loop to discover model capability frontiers and route T2I tasks, reaching 0.96 GenEval score with 90.3% speedup over Flow-GRPO.
Talkphoto: A versatile training-free conversa- tional assistant for intelligent image editing.arXiv preprint arXiv:2601.01915, 2026
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Introduces Image Reconstruction Game benchmark showing describer model dominates reconstruction quality in multi-turn VLM-generator dialogue, with math images hardest and token budget affecting convergence.
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OctoT2I: A Self-Evolving Agentic Text-to-Image Router
OctoT2I uses a no-supervision PSEL loop to discover model capability frontiers and route T2I tasks, reaching 0.96 GenEval score with 90.3% speedup over Flow-GRPO.