Pith Number

pith:HXUB3MPB

pith:2024:HXUB3MPBMVZHHZMCFKGKNIJL5G

not attested not anchored not stored refs pending

Randomized Forward Mode Gradient for Spiking Neural Networks in Scientific Machine Learning

George Em Karniadakis, Qian Zhang, Ruyin Wan

arxiv:2411.07057 v1 · 2024-11-11 · cs.NE · cs.NA · math.NA · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HXUB3MPBMVZHHZMCFKGKNIJL5G}

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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.

Cited by

1 paper in Pith

Operator Learning for Reconstructing Flow Fields from Sparse Measurements: a Language Model Approach

Receipt and verification

First computed	2026-07-05T09:33:56.023600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3de81db1e1657273e5822a8ca6a12be9bb2cdf616aa34307d07fb4e75b87711f

Aliases

arxiv: 2411.07057 · arxiv_version: 2411.07057v1 · doi: 10.48550/arxiv.2411.07057 · pith_short_12: HXUB3MPBMVZH · pith_short_16: HXUB3MPBMVZHHZMC · pith_short_8: HXUB3MPB

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/HXUB3MPBMVZHHZMCFKGKNIJL5G \
  | 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: 3de81db1e1657273e5822a8ca6a12be9bb2cdf616aa34307d07fb4e75b87711f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f8f33347f5f425a54663e7fd71c876c29ba70841c0b3cb71053a95a30de89e0",
    "cross_cats_sorted": [
      "cs.NA",
      "math.NA",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-11-11T15:20:54Z",
    "title_canon_sha256": "f8e33f95a44a50f1e2bf1df42f2f511da8342d2186b05ff1f00d9a5ea377e9ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07057",
    "kind": "arxiv",
    "version": 1
  }
}