Pith Number

pith:FLK7X4I5

pith:2021:FLK7X4I55SONMKRLBFTG3EI5E3

not attested not anchored not stored refs pending

Improving Vision Transformers for Incremental Learning

Pei Yu, Ying Jin, Yinpeng Chen, Zicheng Liu

arxiv:2112.06103 v3 · 2021-12-12 · 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{FLK7X4I55SONMKRLBFTG3EI5E3}

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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

Shortcut Solutions Learned by Transformers Impair Continual Compositional Reasoning

Receipt and verification

First computed	2026-07-05T04:15:12.415034Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ad5fbf11dec9cd62a2b09666d911d26d2bf796fb99b6afe74e4d0c0254b02cb

Aliases

arxiv: 2112.06103 · arxiv_version: 2112.06103v3 · doi: 10.48550/arxiv.2112.06103 · pith_short_12: FLK7X4I55SON · pith_short_16: FLK7X4I55SONMKRL · pith_short_8: FLK7X4I5

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/FLK7X4I55SONMKRLBFTG3EI5E3 \
  | 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: 2ad5fbf11dec9cd62a2b09666d911d26d2bf796fb99b6afe74e4d0c0254b02cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "154d049b4549a4baeeed9ec4670fa8f2411e8dad64f78267f1f9f6879e30fa6d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-12-12T00:12:33Z",
    "title_canon_sha256": "eef9f9071a7cd3ac4d24e847d9cb89c8c2af5b435917b32933ebfa4921cab4da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.06103",
    "kind": "arxiv",
    "version": 3
  }
}