Pith Number

pith:L6OZBMVE

pith:2024:L6OZBMVEBHZLVXMDFQUT6YXISL

not attested not anchored not stored refs pending

Enhancing Deep Learning Model Robustness through Metamorphic Re-Training

Karim Lotfy, Said Togru, Youssef Sameh Mostafa

arxiv:2412.01958 v1 · 2024-12-02 · cs.CV · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L6OZBMVEBHZLVXMDFQUT6YXISL}

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	2026-07-05T09:43:41.465062Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f9d90b2a409f2badd832c293f62e892ee9ff85bcc0c3cf8c2955d0bbf373eb4

Aliases

arxiv: 2412.01958 · arxiv_version: 2412.01958v1 · doi: 10.48550/arxiv.2412.01958 · pith_short_12: L6OZBMVEBHZL · pith_short_16: L6OZBMVEBHZLVXMD · pith_short_8: L6OZBMVE

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/L6OZBMVEBHZLVXMDFQUT6YXISL \
  | 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: 5f9d90b2a409f2badd832c293f62e892ee9ff85bcc0c3cf8c2955d0bbf373eb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6dea8415cebf2508d05858048c13fd1c2aa6cc9752cbe55a90c82b93bc68c3b8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-02T20:38:03Z",
    "title_canon_sha256": "35321c75b7c1cccbfcd8dcb2197793704df73a791c6c78ee772cdb026a79a0af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01958",
    "kind": "arxiv",
    "version": 1
  }
}