Pith Number

pith:GJA6ZL7M

pith:2023:GJA6ZL7MFRITKNETC764XBWM5T

not attested not anchored not stored refs pending

MLCopilot: Unleashing the Power of Large Language Models in Solving Machine Learning Tasks

Dongsheng Li, Kan Ren, Lei Zhang, Yuge Zhang, Yuqing Yang

arxiv:2304.14979 v2 · 2023-04-28 · cs.LG · 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{GJA6ZL7MFRITKNETC764XBWM5T}

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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

4 papers in Pith

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Receipt and verification

First computed	2026-07-05T07:46:17.568979Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3241ecafec2c5135349317fdcb86ccecc544c07a4a501fbb2ca3b658a1bc7fa7

Aliases

arxiv: 2304.14979 · arxiv_version: 2304.14979v2 · doi: 10.48550/arxiv.2304.14979 · pith_short_12: GJA6ZL7MFRIT · pith_short_16: GJA6ZL7MFRITKNET · pith_short_8: GJA6ZL7M

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/GJA6ZL7MFRITKNETC764XBWM5T \
  | 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: 3241ecafec2c5135349317fdcb86ccecc544c07a4a501fbb2ca3b658a1bc7fa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b32a9309b1e3fe8fad3a2bdc2e743327573378a77bea8f08bf29ce066133b1b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-28T17:03:57Z",
    "title_canon_sha256": "0b34be70df42bf51626d597c19f9746d7e65a73ababa93f6db2ddf0d36dd8624"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.14979",
    "kind": "arxiv",
    "version": 2
  }
}