Pith. sign in
Pith Number

pith:FSEP7FSJ

pith:2022:FSEP7FSJK3DMX7JRXKJZMU5SCT
not attested not anchored not stored refs pending

Learning Physics-Informed Neural Networks without Stacked Back-propagation

Di He, Jiang Bian, Jia Zhang, Liwei Wang, Shanda Li, Tie-Yan Liu, Wenlei Shi, Xiaotian Gao

arxiv:2202.09340 v2 · 2022-02-18 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FSEP7FSJK3DMX7JRXKJZMU5SCT}

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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 2026-07-05T05:45:17.057150Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2c88ff964956c6cbfd31ba939653b214e067ecc0a7bfa1f44354703ad3ee6fe3

Aliases

arxiv: 2202.09340 · arxiv_version: 2202.09340v2 · doi: 10.48550/arxiv.2202.09340 · pith_short_12: FSEP7FSJK3DM · pith_short_16: FSEP7FSJK3DMX7JR · pith_short_8: FSEP7FSJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FSEP7FSJK3DMX7JRXKJZMU5SCT \
  | 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: 2c88ff964956c6cbfd31ba939653b214e067ecc0a7bfa1f44354703ad3ee6fe3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "51af776a4a16ffad9baabb61757a88615b406f6c50877ad8a0bef94c33e9d31c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-18T18:07:54Z",
    "title_canon_sha256": "aab0e832fc5395ea2475a0fd509fac6ed4092e1f4078f051b2f9ee9c2730208f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.09340",
    "kind": "arxiv",
    "version": 2
  }
}