Pith Number

pith:UNYAQM75

pith:2024:UNYAQM753HNQ6MKMMBNRUFY5SS

not attested not anchored not stored refs pending

SpecFormer: Guarding Vision Transformer Robustness via Maximum Singular Value Penalization

Cheuk Hang Leung, Jindong Wang, Qi Wu, Runkai Zheng, Xing Xie, Xixu Hu

arxiv:2402.03317 v2 · 2024-01-02 · cs.CV · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UNYAQM753HNQ6MKMMBNRUFY5SS}

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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

FOCUS: Fused Observation of Channels for Unveiling Spectra

Receipt and verification

First computed	2026-07-05T08:43:26.037816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3700833fdd9db0f314c605b1a171d94be87e62672fa3b373dee1b9a0f7c833e

Aliases

arxiv: 2402.03317 · arxiv_version: 2402.03317v2 · doi: 10.48550/arxiv.2402.03317 · pith_short_12: UNYAQM753HNQ · pith_short_16: UNYAQM753HNQ6MKM · pith_short_8: UNYAQM75

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/UNYAQM753HNQ6MKMMBNRUFY5SS \
  | 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: a3700833fdd9db0f314c605b1a171d94be87e62672fa3b373dee1b9a0f7c833e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e49a72d6e91829de0695f28e152e2baec8c23faae009c9973b584a29c246480",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-01-02T14:27:24Z",
    "title_canon_sha256": "0c79ffa37415c62e4299edb2cb57fde6ca2bcefc7fe15eec8080a96d1f01a3ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03317",
    "kind": "arxiv",
    "version": 2
  }
}