Pith Number

pith:GQKENCUW

pith:2026:GQKENCUW7PXGI6A2SJG24BBLSC

not attested not anchored not stored refs pending

GAMR: Geometric-Aware Manifold Regularization with Virtual Outlier Synthesis for Learning with Noisy Labels

Jingyang Mao, Ningkang Peng, Peirong Ma, Weiguang Qu, Xiaoqian Peng, Xichen Yang, Yanhui Gu

arxiv:2605.20727 v1 · 2026-05-20 · 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{GQKENCUW7PXGI6A2SJG24BBLSC}

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	2026-05-21T01:04:51.007165Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3414468a96fbee64781a924dae042b908af5cc0b1993877d7e825cf8fdac17db

Aliases

arxiv: 2605.20727 · arxiv_version: 2605.20727v1 · doi: 10.48550/arxiv.2605.20727 · pith_short_12: GQKENCUW7PXG · pith_short_16: GQKENCUW7PXGI6A2 · pith_short_8: GQKENCUW

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/GQKENCUW7PXGI6A2SJG24BBLSC \
  | 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: 3414468a96fbee64781a924dae042b908af5cc0b1993877d7e825cf8fdac17db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6ea66fef440a74b6278dd9f8afa34a8a5f1caf9a7a6ed902114bb242d7912d0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-20T05:24:43Z",
    "title_canon_sha256": "bea6b060422f4ee844fe1597fb4577db7210ab68bcd059ce9ecbaee0bb962997"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20727",
    "kind": "arxiv",
    "version": 1
  }
}