pith:VXPIXCCE
Accelerating Rectified Flow Models via Trajectory-Aware Caching
TACache accelerates rectified flow sampling by decomposing velocity changes into parallel and orthogonal parts to safely skip steps and reconstruct velocities from history.
arxiv:2605.16789 v1 · 2026-05-16 · cs.CV
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Claims
TACache achieves up to 4.14 speedup on text-to-image generation and 2.11 speedup on text-to-video generation, with consistent improvements over prior cache-based methods on all reference-based fidelity metrics.
The assumption that offline cumulative variation thresholds on magnitude and direction indicators from the orthogonal decomposition can reliably bound skip intervals across diverse samples, and that combining these with a sample's historical orthogonal direction accurately reconstructs skipped velocities without model evaluations or accumulated error.
TACache accelerates rectified flow sampling up to 4.14x for text-to-image and 2.11x for text-to-video via offline skip scheduling from cumulative variation thresholds and online velocity reconstruction using historical orthogonal directions.
References
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| First computed | 2026-05-20T00:03:22.109290Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
adde8b88447b23fc1241ed78014531f1ec86b8c9c1982434ae1373a94d94f224
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curl -sH 'Accept: application/ld+json' https://pith.science/pith/VXPIXCCEPMR7YESB5V4ACRJR6H \
| jq -c '.canonical_record' \
| python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: adde8b88447b23fc1241ed78014531f1ec86b8c9c1982434ae1373a94d94f224
Canonical record JSON
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