ForesightLoop: Scaling Parallel Looped Transformers via Cross-Trajectory Latent Injection
Reuses completed cross-trajectory representations to improve training stability and depth scaling while preserving parallel execution. With eight loops, improves average downstream accuracy by 0.84 percentage points over vanilla PLT with 0.3% additional decoding time.

