Pith Number

pith:YQS2S3KO

pith:2024:YQS2S3KOYSXNGK7ZD6BXLDGYSJ

not attested not anchored not stored refs pending

SWIFT:A Scalable lightWeight Infrastructure for Fine-Tuning

Ang Wang, Baole Ai, Daoze Zhang, Hong Zhang, Jinghan Hu, Jintao Huang, Wenmeng Zhou, Xingjun Wang, Yingda Chen, Yunlin Mao, Yuze Zhao, Zeyinzi Jiang, Zhikai Wu

arxiv:2408.05517 v4 · 2024-08-10 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YQS2S3KOYSXNGK7ZD6BXLDGYSJ}

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

30 papers in Pith

Steadily moving semi-infinite fracture in plane poroelasticity

Do Multimodal Large Language Models Need Reasoning to Classify Dementia from Speech?

Teach-and-Repeat: Accurately Extracting Operational Knowledge from Mobile Screen Demonstrations to Empower GUI Agents

AlloSpatial: Agentic Harness Framework for Spatial Reasoning in Foundation Models

Do Multimodal Large Language Models Need Reasoning to Classify Dementia from Speech?

Receipt and verification

First computed	2026-07-05T11:04:39.021388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c425a96d4ec4aed32bf91f83758cd89264e71a5da907800c32f1f9647166b6ac

Aliases

arxiv: 2408.05517 · arxiv_version: 2408.05517v4 · doi: 10.48550/arxiv.2408.05517 · pith_short_12: YQS2S3KOYSXN · pith_short_16: YQS2S3KOYSXNGK7Z · pith_short_8: YQS2S3KO

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/YQS2S3KOYSXNGK7ZD6BXLDGYSJ \
  | 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: c425a96d4ec4aed32bf91f83758cd89264e71a5da907800c32f1f9647166b6ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ba2221d7eddb1767f08e4fdb701328339f3aea369ad442f9ec57285ccdb5c15",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-10T11:00:13Z",
    "title_canon_sha256": "f50c362e17b91db34d0b2fc28559e718a5a6ba438b63c01edda5d0b7fa33d253"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.05517",
    "kind": "arxiv",
    "version": 4
  }
}