Pith Number

pith:TYMXUFAW

pith:2021:TYMXUFAWI62H6GQCU2VEML5SA5

not attested not anchored not stored refs pending

Adversarial Feature Augmentation and Normalization for Visual Recognition

Jianfeng Wang, Jingjing Liu, Lijuan Wang, Tianlong Chen, Yu Cheng, Zhangyang Wang, Zhe Gan

arxiv:2103.12171 v1 · 2021-03-22 · cs.LG · cs.AI · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TYMXUFAWI62H6GQCU2VEML5SA5}

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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

Group Relative Augmentation for Data Efficient Action Detection

Receipt and verification

First computed	2026-07-05T02:25:43.382570Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e197a141647b47f1a02a6aa462fb20750c371ca1327ee79d535b5e0e4edae85

Aliases

arxiv: 2103.12171 · arxiv_version: 2103.12171v1 · doi: 10.48550/arxiv.2103.12171 · pith_short_12: TYMXUFAWI62H · pith_short_16: TYMXUFAWI62H6GQC · pith_short_8: TYMXUFAW

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/TYMXUFAWI62H6GQCU2VEML5SA5 \
  | 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: 9e197a141647b47f1a02a6aa462fb20750c371ca1327ee79d535b5e0e4edae85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2130cb2cd20fc3062be4ed2011ef734675033f1c48699a929409996a770b985",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-22T20:36:34Z",
    "title_canon_sha256": "fb7b5e278ab5e984819b62798aa176e2d20846246ad8b59ce3f88ffd5921f98b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.12171",
    "kind": "arxiv",
    "version": 1
  }
}