Predictive State Retrieval Shifts Future-State Forecasting to Lightweight Retrieval
LFTR and the PSR benchmark trade generative pixel synthesis for cross-instance matching, cutting VRAM overhead and exposing temporal reasoning as the actual bottleneck.