pith:KQPCF2GH
TIE: Time Interval Encoding for Video Generation over Events
TIE encodes time as intervals rather than points inside diffusion transformers, allowing overlapping events to be represented natively in attention.
arxiv:2605.10543 v2 · 2026-05-11 · cs.CV
Add to your LaTeX paper
\usepackage{pith}
\pithnumber{KQPCF2GHIOA7COLNHB25K5CIMG}
Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge
Record completeness
Claims
TIE is characterized by two basic principles: Temporal Integrability, which requires an event to aggregate positional evidence over its full duration, and Duration Invariance, which removes the trivial bias toward longer intervals. Under a uniform kernel, this characterization yields an efficient closed-form sinc-based solution that preserves the standard attention interface.
That the uniform kernel plus the two stated principles are sufficient to produce a general, artifact-free interval encoding that works across diverse video domains without post-hoc tuning or loss of visual fidelity.
TIE derives a sinc-based interval encoding from temporal integrability and duration invariance principles, raising temporal constraint satisfaction from 77% to 96% on the OmniEvents dataset while preserving visual quality.
Formal links
Receipt and verification
| First computed | 2026-05-26T03:05:02.843355Z |
|---|---|
| Builder | pith-number-builder-2026-05-17-v1 |
| Signature | Pith Ed25519
(pith-v1-2026-05) · public key |
| Schema | pith-number/v1.0 |
Canonical hash
541e22e8c74381f1396d3875d574486190e5f2a005d7bc5f08cb34e76484381d
Aliases
· · · · ·Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/KQPCF2GHIOA7COLNHB25K5CIMG \
| 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: 541e22e8c74381f1396d3875d574486190e5f2a005d7bc5f08cb34e76484381d
Canonical record JSON
{
"metadata": {
"abstract_canon_sha256": "65990caa515089f542010143bb15666bf7a130520fc4b9b18ac4318492dfe1c5",
"cross_cats_sorted": [],
"license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
"primary_cat": "cs.CV",
"submitted_at": "2026-05-11T13:23:14Z",
"title_canon_sha256": "30e0b2a5bd56908cd61a751df9c1f38086a2311ae88d05093dc40bb17418d1b0"
},
"schema_version": "1.0",
"source": {
"id": "2605.10543",
"kind": "arxiv",
"version": 2
}
}