Pith Number

pith:SIY2SRPK

pith:2025:SIY2SRPKRWG2QELSLGY7IZB6TN

not attested not anchored not stored refs pending

BRIDGE: Bootstrapping Text to Control Time-Series Generation via Multi-Agent Iterative Optimization and Diffusion Modeling

Chang Xu, Goran Nenadic, Hao Li, Jiang Bian, Renhe Jiang, Riza Batista-Navarro, Viktor Schlegel, Yu-Hao Huang

arxiv:2503.02445 v7 · 2025-03-04 · cs.LG · cs.CL · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SIY2SRPKRWG2QELSLGY7IZB6TN}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

2 papers in Pith

UPLOTS: A Unified Pretrained Language Model for Constrained Time-series Generation

Exploring the Potential of Probabilistic Transformer for Time Series Modeling: A Report on the ST-PT Framework

Receipt and verification

First computed	2026-07-05T12:05:14.142496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9231a945ea8d8da8117259b1f4643e9b678255f735997eb93444f7e60b4cfb03

Aliases

arxiv: 2503.02445 · arxiv_version: 2503.02445v7 · doi: 10.48550/arxiv.2503.02445 · pith_short_12: SIY2SRPKRWG2 · pith_short_16: SIY2SRPKRWG2QELS · pith_short_8: SIY2SRPK

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/SIY2SRPKRWG2QELSLGY7IZB6TN \
  | 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: 9231a945ea8d8da8117259b1f4643e9b678255f735997eb93444f7e60b4cfb03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81f80e8113370a33b1323d38f1f8cb01f2ce843252feb96e7b28593990630d4c",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-04T09:40:00Z",
    "title_canon_sha256": "1ed661d205089c6e9274875300029275bf7441baa91139a3149dfd3375113f93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02445",
    "kind": "arxiv",
    "version": 7
  }
}