Pith Number

pith:FYGIPISO

pith:2024:FYGIPISO6FS2VLRSLBOYE7DRSH

not attested not anchored not stored refs pending

Re-evaluating Group Robustness via Adaptive Class-Specific Scaling

Bohyung Han, Seonguk Seo

arxiv:2412.15311 v1 · 2024-12-19 · 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{FYGIPISO6FS2VLRSLBOYE7DRSH}

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.

Receipt and verification

First computed	2026-07-05T09:52:21.177933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e0c87a24ef165aaae32585d827c7191dbc1ec8f5efa27f2a308cf6988989cb9

Aliases

arxiv: 2412.15311 · arxiv_version: 2412.15311v1 · doi: 10.48550/arxiv.2412.15311 · pith_short_12: FYGIPISO6FS2 · pith_short_16: FYGIPISO6FS2VLRS · pith_short_8: FYGIPISO

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/FYGIPISO6FS2VLRSLBOYE7DRSH \
  | 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: 2e0c87a24ef165aaae32585d827c7191dbc1ec8f5efa27f2a308cf6988989cb9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "214d5cf1a7e1cf30da01323be61b3c350ef54949adbf666605475605df2f5058",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-19T16:01:51Z",
    "title_canon_sha256": "5aeb45e616c70df4d19126f041546ba5a7a6b7bd63af21f464d668ea4cd2c153"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15311",
    "kind": "arxiv",
    "version": 1
  }
}