Pith Number

pith:BNDFJHUI

pith:2023:BNDFJHUIYFS6ANOE3ZGDZGQFFP

not attested not anchored not stored refs pending

Uncertainty Propagation through Trained Deep Neural Networks Using Factor Graphs

Abhinav Rajvanshi, Angel Daruna, Han-Pang Chiu, Yi Yao, Yunye Gong

arxiv:2312.05946 v1 · 2023-12-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BNDFJHUIYFS6ANOE3ZGDZGQFFP}

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	2026-07-05T07:22:35.441021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b46549e88c165e035c4de4c3c9a052bfb1843449f594746e1bd9f876977b245

Aliases

arxiv: 2312.05946 · arxiv_version: 2312.05946v1 · doi: 10.48550/arxiv.2312.05946 · pith_short_12: BNDFJHUIYFS6 · pith_short_16: BNDFJHUIYFS6ANOE · pith_short_8: BNDFJHUI

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/BNDFJHUIYFS6ANOE3ZGDZGQFFP \
  | 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: 0b46549e88c165e035c4de4c3c9a052bfb1843449f594746e1bd9f876977b245

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ac2faa81f349f89bc93bfe5b061341c9d4f8a3268fb474e9f0bfa2c826c4cc57",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-10T17:26:27Z",
    "title_canon_sha256": "3612dfc3e0f7c5f529e41cea4bff711177b3fa0ced1189d56e87a182abebe115"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.05946",
    "kind": "arxiv",
    "version": 1
  }
}