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)

clipexpM_par @4500
+6ch Plücker
expM_nopl @4500
no pose
expL_nk @9500
in-seq + z_mem init
00534f58 (train)10.6 / −33.310.6 / −36.711.6 / −29.7
0003dc82 (train)10.9 / −32.410.4 / −45.413.1 / −20.0
111b656f (test)11.5 / −45.211.6 / −37.616.2 / −17.1
2501f488 (test)11.4 / −35.211.3 / −36.210.6 / −28.9
avg11.1010.9812.88
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