Pith. sign in
Pith Number

pith:VO3XCJY5

pith:2020:VO3XCJY56VSTLK43SKW2C5F5CT
not attested not anchored not stored refs pending

Incorrect by Construction: Fine Tuning Neural Networks for Guaranteed Performance on Finite Sets of Examples

Aurora Schmidt, Daniel Genin, Ivan Papusha, Joshua Brul\'e, Rosa Wu, Yanni Kouskoulas

arxiv:2008.01204 v1 · 2020-08-03 · cs.LG · math.OC · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VO3XCJY56VSTLK43SKW2C5F5CT}

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 2026-07-05T01:24:18.609851Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

abb771271df56535ab9b92ada174bd14db8256a09b88a3fc8e58b0566065db3d

Aliases

arxiv: 2008.01204 · arxiv_version: 2008.01204v1 · doi: 10.48550/arxiv.2008.01204 · pith_short_12: VO3XCJY56VST · pith_short_16: VO3XCJY56VSTLK43 · pith_short_8: VO3XCJY5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VO3XCJY56VSTLK43SKW2C5F5CT \
  | 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: abb771271df56535ab9b92ada174bd14db8256a09b88a3fc8e58b0566065db3d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "68ed103e56a2a6f934b4f625f68de2233dbbd0e34941918fb2f5392ad85d20a4",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-08-03T21:29:53Z",
    "title_canon_sha256": "226b7ab8d45b2fdef7bf57fa38eb1c39482dfe7b16a71e34deb4a066969cc27e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.01204",
    "kind": "arxiv",
    "version": 1
  }
}