Pith. sign in
Pith Number

pith:YQ6NCE2O

pith:2021:YQ6NCE2OT3VNTEW3Z7SBHQ4THY
not attested not anchored not stored refs pending

Generalization of Neural Combinatorial Solvers Through the Lens of Adversarial Robustness

Aleksandar Bojchevski, Jan Schuchardt, Johanna Sommer, Simon Geisler, Stephan G\"unnemann

arxiv:2110.10942 v2 · 2021-10-21 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{YQ6NCE2OT3VNTEW3Z7SBHQ4THY}

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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.
Receipt and verification
First computed 2026-07-05T04:06:46.280486Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c43cd1134e9eead992dbcfe413c3933e04f8ad70d6f134969508303866c6f849

Aliases

arxiv: 2110.10942 · arxiv_version: 2110.10942v2 · doi: 10.48550/arxiv.2110.10942 · pith_short_12: YQ6NCE2OT3VN · pith_short_16: YQ6NCE2OT3VNTEW3 · pith_short_8: YQ6NCE2O
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/YQ6NCE2OT3VNTEW3Z7SBHQ4THY \
  | 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: c43cd1134e9eead992dbcfe413c3933e04f8ad70d6f134969508303866c6f849
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "2970f10eef4c41e4808571fd6d961597f3547f3a97d299b9cbb97c663de91843",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T07:28:11Z",
    "title_canon_sha256": "06d326829e158737411db01fb48158d1528751c92b0fd313a0ff44619833ceef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.10942",
    "kind": "arxiv",
    "version": 2
  }
}