…AI-generated summary Reinforcement learning fine-tuning has become the dominant approach for aligning diffusion models with human preferences. However, assessing images is intrinsically a multi-dimensional task , and multiple evaluation criteria…
…AI-generated summary Deep search has become a crucial capability for frontier multimodal agents, enabling models to solve complex questions through active search, evidence verification, and multi-step reasoning. Despite rapid progress…
…AI-generated summary Federated learning is a machine learning paradigm in which multiple devices collaboratively train a model under the supervision of a central server while ensuring data privacy. However, its performance…
…AI-generated summary RLVR and OPD have become standard paradigms for post-training . We provide a unified analysis of these two paradigms in consolidating multiple expert capabilities into a single model, identifying…
…Foundation, Evolution, Mechanism, Ability, and Outlook (2026) Semantic-Aware Prefix Learning for Token-Efficient Image Generation (2026) Diffusion Language Models for Speech Recognition (2026) LangFlow: Continuous Diffusion Rivals Discrete in Language Modeling…
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