Past as State, Present as Attention: Persistent-State Blockwise Flow Matching for Long-Horizon Co-Speech Motion Generation

In plain English

Introduces PASPA, which generates long speech-driven gesture motion by compressing past motion into a persistent state and applying attention only within the current segment. On public benchmarks it reports the best FGD scores and steadier style over long sequences.