Pith Number

pith:Y4JGECS2

pith:2025:Y4JGECS2GCPYPUTUH4CMCRVDDK

not attested not anchored not stored refs pending

Did Models Learn Sufficiently? Attribution-Guided Training via Subset-Selected Counterfactual Augmentation

Bin Zeng, Jinke Li, Qunli Zhang, Ruoyu Chen, Shiming Liu, Wei Wang, Xiaochun Cao, Yannan Chen, Yaowei Wang

arxiv:2511.12100 v2 · 2025-11-15 · 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{Y4JGECS2GCPYPUTUH4CMCRVDDK}

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	2026-06-25T01:18:35.991796Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c712620a5a309f87d2743f04c146a31a946d7b4b845ab7bfd00b2c9b5b524af3

Aliases

arxiv: 2511.12100 · arxiv_version: 2511.12100v2 · doi: 10.48550/arxiv.2511.12100 · pith_short_12: Y4JGECS2GCPY · pith_short_16: Y4JGECS2GCPYPUTU · pith_short_8: Y4JGECS2

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/Y4JGECS2GCPYPUTUH4CMCRVDDK \
  | 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: c712620a5a309f87d2743f04c146a31a946d7b4b845ab7bfd00b2c9b5b524af3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21b1e95c4f2392821830770f754b9a529f7d9e9cb7bac27c3612083dfc66ebc4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-11-15T08:39:22Z",
    "title_canon_sha256": "1b26ec291db5c724b9eadded650d625d533f76b1d405a70e11ca1785b665a838"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.12100",
    "kind": "arxiv",
    "version": 2
  }
}