Pith Number

pith:ZNH6VVRR

pith:2024:ZNH6VVRRJY63NJGVAMHDNXF3DR

not attested not anchored not stored refs pending

Towards Integrated Fine-tuning and Inference when Generative AI meets Edge Intelligence

Lianfen Huang, Ning Chen, Xiaoyu Xia, Xuwei Fan, Zhipeng Cheng

arxiv:2401.02668 v1 · 2024-01-05 · cs.DC · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZNH6VVRRJY63NJGVAMHDNXF3DR}

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

1 paper in Pith

Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions

Receipt and verification

First computed	2026-07-05T07:30:29.452600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb4fead6314e3db6a4d5030e36dcbb1c4b5b173de7171ec86f02520cca09a68f

Aliases

arxiv: 2401.02668 · arxiv_version: 2401.02668v1 · doi: 10.48550/arxiv.2401.02668 · pith_short_12: ZNH6VVRRJY63 · pith_short_16: ZNH6VVRRJY63NJGV · pith_short_8: ZNH6VVRR

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/ZNH6VVRRJY63NJGVAMHDNXF3DR \
  | 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: cb4fead6314e3db6a4d5030e36dcbb1c4b5b173de7171ec86f02520cca09a68f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "440a27650feef503e6ff33994e33276924136dc7e082596d591f18e0e02623dc",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-01-05T06:52:55Z",
    "title_canon_sha256": "21c2bc04fdbce0190375f7f40897de59a35f323d3e1b45fba0727aecf83f928f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02668",
    "kind": "arxiv",
    "version": 1
  }
}