Papers159

#GRPO

RealGen: Photorealistic Text-to-Image Generation via Detector-Guided Rewards

RealGen is a new way to make computer-made pictures look so real that they can fool expert detectors and even careful judges.

#photorealistic text-to-image#detector-guided rewards#reinforcement learning

Not triaged yet

ThreadWeaver: Adaptive Threading for Efficient Parallel Reasoning in Language Models

Intermediate

Long Lian, Sida Wang et al.Nov 24arXiv

ThreadWeaver teaches a language model to split big problems into smaller parts it can solve at the same time, like teammates working in parallel.

#adaptive parallel reasoning#fork–join#threaded inference

Not triaged yet

GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Intermediate

Lakshya A Agrawal, Shangyin Tan et al.Jul 25arXiv

GEPA is a new way to improve AI prompts by letting the AI read its own work, reflect in plain language on what went wrong, and then rewrite its instructions.

#GEPA#reflective prompt evolution#Pareto frontier

Not triaged yet

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