H-Net

Dynamic Chunking for End-to-End Hierarchical Sequence Modeling (Hwang, Gu; with Cartesia): a tokenizer-free byte-level LM whose chunking is learned inside the architecture — the major architecture bet after Mamba, attacking tokenization as the last hand-engineered stage of the pipeline.