Pith Number

pith:XJ7EP3RF

pith:2024:XJ7EP3RF2OU4L5WBLDZODAGYMN

not attested not anchored not stored refs pending

Boosting LLM via Learning from Data Iteratively and Selectively

Fuzhao Xue, Jinjie Ni, Qi Jia, Siyu Ren, Yang You, Ziheng Qin

arxiv:2412.17365 v1 · 2024-12-23 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XJ7EP3RF2OU4L5WBLDZODAGYMN}

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.

Receipt and verification

First computed	2026-07-05T09:53:21.489280Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ba7e47ee25d3a9c5f6c158f2e180d86376b53ece904749534d3b5b1167a69e16

Aliases

arxiv: 2412.17365 · arxiv_version: 2412.17365v1 · doi: 10.48550/arxiv.2412.17365 · pith_short_12: XJ7EP3RF2OU4 · pith_short_16: XJ7EP3RF2OU4L5WB · pith_short_8: XJ7EP3RF

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/XJ7EP3RF2OU4L5WBLDZODAGYMN \
  | 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: ba7e47ee25d3a9c5f6c158f2e180d86376b53ece904749534d3b5b1167a69e16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e34c611d3ad7bf1a71c276357efa2bdeda8a3b286525cc69050ba9f409c4258e",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-12-23T08:01:24Z",
    "title_canon_sha256": "c728ce8fe0f8da6ffb2cf038bef76704a4968f924af7cdec47888952e80f8a39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17365",
    "kind": "arxiv",
    "version": 1
  }
}