…Motivated by the "search, select, update" principle underlying GDS, we propose Dynamic Latent Routing (DLR), a language-model post-training method that jointly learns discrete latent codes , routing policies , and model parameters…
…ATESD models the reveal ratio with a lightweight Beta-policy controller conditioned on compact training-state statistics, and uses one sampled exposure for a short hold window of student updates. To make…
…AI-generated summary Training deep research agents, namely systems that plan, search, evaluate evidence, and synthesize long-form reports, pushes reinforcement learning beyond the regime of verifiable rewards. Their outputs lack ground…
…During pre-training phase 3 (reasoning datasets), what was used as the input? Were the user prompt + model response concatenated together and used as the input? Was a chat template added to…
…AI-generated summary While Test-Time Scaling (TTS) offers a promising direction to enhance video generation without the surging costs of training, current test-time video generation methods based on diffusion models…
…beyond their training length. Extensive ablation studies validate the contribution of each component and provide guidance for practical configuration. Our code is publicly available at https://github.com/Musubi-ai/Mela Get…
…AI-generated summary Reinforcement learning (RL) has substantially improved the ability of large language model (LLM) agents to interact with environments and solve multi-turn tasks. However, effective agentic RL remains challenging…
…Ziyu Guo , , , Abstract ATLAS presents a visual reasoning framework that combines agentic operations and latent representations using functional tokens, enabling efficient training and improved performance on complex benchmarks. AI-generated summary Visual…
…I assume the ultimate goal is to train a new reasoning model and then use the same evaluation metrics as o1 and the DeepSeek-R1. That's quite interesting,I was asking…
…AI-generated summary In single-stream autoregressive interfaces , the same tokens both update the model state and constitute an irreversible public commitment. This coupling creates a silence tax : additional deliberation postpones the…