Pith Number

pith:V77QRHDU

pith:2023:V77QRHDUSOLF7HTVCUUIYLGUGY

not attested not anchored not stored refs pending

Mutual Enhancement of Large and Small Language Models with Cross-Silo Knowledge Transfer

Ju Ren, Yang Liu, Yaoxue Zhang, Yongheng Deng, Ziqing Qiao

arxiv:2312.05842 v1 · 2023-12-10 · cs.AI · 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{V77QRHDUSOLF7HTVCUUIYLGUGY}

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

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges

Receipt and verification

First computed	2026-07-05T07:22:34.039969Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afff089c7493965f9e7515288c2cd43637bc28de5a065bc5927b4f765ce23f8d

Aliases

arxiv: 2312.05842 · arxiv_version: 2312.05842v1 · doi: 10.48550/arxiv.2312.05842 · pith_short_12: V77QRHDUSOLF · pith_short_16: V77QRHDUSOLF7HTV · pith_short_8: V77QRHDU

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/V77QRHDUSOLF7HTVCUUIYLGUGY \
  | 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: afff089c7493965f9e7515288c2cd43637bc28de5a065bc5927b4f765ce23f8d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "253f1db47ebd642d733715d780f9d0bdde1dc280487a2339745f8b8574a4ade8",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-12-10T09:52:32Z",
    "title_canon_sha256": "05c4781eb35268dd5810ae0c51aeaa62d5053962e4c12ab57243735685c1791d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05842",
    "kind": "arxiv",
    "version": 1
  }
}