expM — PARALLEL-CONCAT + RATE-SYNC · first readout
2026-07-29 · T2V-1.3B full-FT · 50 denoise steps · dev 4-clip (2 train + 2 test) · fwd18-k metric family ·
rows: GT | expM_par(+Plücker) | expM_nopl | expL_nk(reference)
Recipe. Source = 5 clean ctx latent frames as a second token half (frame-aligned RoPE, told pinned .02);
target = full 21 frames from pure noise everywhere (PatchForcing init). Knownness sets only the
descent rate: Ti = 1 − 0.5·ki; known tokens land early, x0-project, pin as clean attention
references (expH). Training field == inference calendar family (branch1 exact slice t = clamp(1−c/Ti),
branch2 AsyncPatch-style bounded per-patch clock jitter). No warp / z_mem anywhere; content rides self-attention only.
seen-PSNR (dB) / unseen-gray (gray more negative = richer unseen content)
| clip | expM_par @4500 +6ch Plücker | expM_nopl @4500 no pose | expL_nk @9500 in-seq + z_mem init |
| 00534f58 (train) | 10.6 / −33.3 | 10.6 / −36.7 | 11.6 / −29.7 |
| 0003dc82 (train) | 10.9 / −32.4 | 10.4 / −45.4 | 13.1 / −20.0 |
| 111b656f (test) | 11.5 / −45.2 | 11.6 / −37.6 | 16.2 / −17.1 |
| 2501f488 (test) | 11.4 / −35.2 | 11.3 / −36.2 | 10.6 / −28.9 |
| avg | 11.10 | 10.98 | 12.88 |
Reading (honest).
① expM trails expL_nk by ~1.8dB but the comparison is not matched: expM is at 4500/10k steps
(expL at 9500) and expL_nk infers with SDEdit init from z_mem — geometric alignment is free; expM starts from pure
noise and moves all content via attention. ② Plücker vs no-pose: +0.12dB — not separated yet
at 4500 (zero-init channels engage late); verdict deferred to 10k. ③ Bright spot: expM's unseen-gray is markedly
richer (−33…−45 vs −17…−30) — the pure-noise start + rehearsal preserves generation energy; the bottleneck is
alignment, not content (mild CameraAnything pattern). Next: matched-step rerun @10k, add expL_uni row
(equal information budget), per-block AdaLN camera injection if Plücker channel stays flat.
00534f58 · TRAIN

frames 0 / 20 / 40 / 60 / 80 — rows: GT · expM_par · expM_nopl · expL_nk
0003dc82 · TRAIN

frames 0 / 20 / 40 / 60 / 80
111b656f · TEST

frames 0 / 20 / 40 / 60 / 80
2501f488 · TEST

frames 0 / 20 / 40 / 60 / 80