Pith Number

pith:AAKKR27K

pith:2023:AAKKR27KWKUPCP7PTULPAWSFMV

not attested not anchored not stored refs pending

How to prepare your task head for finetuning

Danica J. Sutherland, Shangmin Guo, Wonho Bae, Yi Ren

arxiv:2302.05779 v1 · 2023-02-11 · 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{AAKKR27KWKUPCP7PTULPAWSFMV}

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

Training Strategies for Efficient Embodied Reasoning

Receipt and verification

First computed	2026-07-05T05:40:58.172959Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0014a8ebeab2a8f13fef9d16f05a4565452514afaa27d6dd1e77c69ffeddbd78

Aliases

arxiv: 2302.05779 · arxiv_version: 2302.05779v1 · doi: 10.48550/arxiv.2302.05779 · pith_short_12: AAKKR27KWKUP · pith_short_16: AAKKR27KWKUPCP7P · pith_short_8: AAKKR27K

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/AAKKR27KWKUPCP7PTULPAWSFMV \
  | 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: 0014a8ebeab2a8f13fef9d16f05a4565452514afaa27d6dd1e77c69ffeddbd78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d458fe74d8eb16b14114db94790840253ad7419300b2a198f902c24a707e6f8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-11T20:50:01Z",
    "title_canon_sha256": "6412959958e7be9a9d74e4d296175a3d0cc38a8a05312375c890ecdbd564c5d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05779",
    "kind": "arxiv",
    "version": 1
  }
}