Pith Number

pith:BBQEQNCP

pith:2024:BBQEQNCPG5NL7P6JUATQICOMVO

not attested not anchored not stored refs pending

AutoFT: Learning an Objective for Robust Fine-Tuning

Aditi Raghunathan, Allan Zhou, Annie Chen, Caroline Choi, Chelsea Finn, Yoonho Lee

arxiv:2401.10220 v2 · 2024-01-18 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BBQEQNCPG5NL7P6JUATQICOMVO}

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

Who Needs Labels? Adapting Vision Foundation Models With the Metadata You Already Have

Receipt and verification

First computed	2026-07-05T07:56:02.671123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

086048344f375abfbfc9a0270409ccab98e92e5a9446a965762c22b9fc5bd8ee

Aliases

arxiv: 2401.10220 · arxiv_version: 2401.10220v2 · doi: 10.48550/arxiv.2401.10220 · pith_short_12: BBQEQNCPG5NL · pith_short_16: BBQEQNCPG5NL7P6J · pith_short_8: BBQEQNCP

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/BBQEQNCPG5NL7P6JUATQICOMVO \
  | 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: 086048344f375abfbfc9a0270409ccab98e92e5a9446a965762c22b9fc5bd8ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b9793969556dda26e2d6cebe04a7bb64e9f988d1a3c5bf56ceb220dd53898837",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-18T18:58:49Z",
    "title_canon_sha256": "9f5ebf39fe597158364f020c54464cdde0bebd815a3fbcb294a59024f54e9184"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10220",
    "kind": "arxiv",
    "version": 2
  }
}