Pith Number

pith:I5JR3SYO

pith:2024:I5JR3SYODVJLCQCTV5ARINIQYV

not attested not anchored not stored refs pending

Towards Few-Shot Adaptation of Foundation Models via Multitask Finetuning

Fangzhou Mu, Junyi Wei, Yingyu Liang, Yin Li, Zhenmei Shi, Zhuoyan Xu

arxiv:2402.15017 v1 · 2024-02-22 · cs.LG · 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{I5JR3SYODVJLCQCTV5ARINIQYV}

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

HuggingGraph: Understanding the Supply Chain of LLM Ecosystem

Receipt and verification

First computed	2026-07-05T07:48:20.947320Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47531dcb0e1d52b14053af41143510c55ad59e5e070e98cda12c47ca950aa3fd

Aliases

arxiv: 2402.15017 · arxiv_version: 2402.15017v1 · doi: 10.48550/arxiv.2402.15017 · pith_short_12: I5JR3SYODVJL · pith_short_16: I5JR3SYODVJLCQCT · pith_short_8: I5JR3SYO

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/I5JR3SYODVJLCQCTV5ARINIQYV \
  | 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: 47531dcb0e1d52b14053af41143510c55ad59e5e070e98cda12c47ca950aa3fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3afa640a2a40d43ab1f7d5bdc7b2b0b9403131c9de75b3686a6be39a6824aa3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-22T23:29:42Z",
    "title_canon_sha256": "1423240141e3e99de56d647633908e7e47c6cbf259d49beb890be37abc14dddc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.15017",
    "kind": "arxiv",
    "version": 1
  }
}