Pith Number

pith:AJ3JHIBO

pith:2024:AJ3JHIBOC2KY2NL64DP6SVBZUM

not attested not anchored not stored refs pending

The Group Robustness is in the Details: Revisiting Finetuning under Spurious Correlations

Abhishek Kumar, John C. Hill, Tyler LaBonte, Vidya Muthukumar, Xinchen Zhang

arxiv:2407.13957 v2 · 2024-07-19 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AJ3JHIBOC2KY2NL64DP6SVBZUM}

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

Improving Group Robustness on Spurious Correlation via Evidential Alignment

Receipt and verification

First computed	2026-07-05T09:27:03.308696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

027693a02e16958d357ee0dfe95439a32b576130c62d9a5bc5c50803449e2b35

Aliases

arxiv: 2407.13957 · arxiv_version: 2407.13957v2 · doi: 10.48550/arxiv.2407.13957 · pith_short_12: AJ3JHIBOC2KY · pith_short_16: AJ3JHIBOC2KY2NL6 · pith_short_8: AJ3JHIBO

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/AJ3JHIBOC2KY2NL64DP6SVBZUM \
  | 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: 027693a02e16958d357ee0dfe95439a32b576130c62d9a5bc5c50803449e2b35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8feb35fab3404f7e95b5ca48c0d9b3b6ad3ffe701c5f11e41083cc37660ef1b0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-19T00:34:03Z",
    "title_canon_sha256": "ee6e087fe53a36046116e1aaa01f82f48305c0fbeb8f1e0bc627a36cc7d55112"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.13957",
    "kind": "arxiv",
    "version": 2
  }
}