Pith Number

pith:5FATEXYB

pith:2023:5FATEXYBFLO56TOWQNORT3BKTT

not attested not anchored not stored refs pending

Fragility, Robustness and Antifragility in Deep Learning

Chandresh Pravin, Giuseppe Nicosia, Ivan Martino, Varun Ojha

arxiv:2312.09821 v2 · 2023-12-15 · cs.LG · 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{5FATEXYBFLO56TOWQNORT3BKTT}

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	2026-07-05T07:27:27.984966Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e941325f012adddf4dd6835d19ec2a9cc581dc99cf4f0d237e93f1411e0a99a4

Aliases

arxiv: 2312.09821 · arxiv_version: 2312.09821v2 · doi: 10.48550/arxiv.2312.09821 · pith_short_12: 5FATEXYBFLO5 · pith_short_16: 5FATEXYBFLO56TOW · pith_short_8: 5FATEXYB

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/5FATEXYBFLO56TOWQNORT3BKTT \
  | 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: e941325f012adddf4dd6835d19ec2a9cc581dc99cf4f0d237e93f1411e0a99a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86f3bd049bd257ee219d6682cd001568945ff9b62b60079a6f70d796da3f05a2",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-15T14:20:16Z",
    "title_canon_sha256": "bb1f2567628213f750f29d94e6939fcf22e9bb0c85d25dc4cb7403db46430af9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.09821",
    "kind": "arxiv",
    "version": 2
  }
}