Pith. sign in
Pith Number

pith:5UT3JJAK

pith:2021:5UT3JJAKVEHWBTAWAYI5NVSIH5
not attested not anchored not stored refs pending

Deep Probability Estimation

Aakash Kaku, Boyang Yu, Carlos Fernandez-Granda, Haoxiang Huang, Jonathan Niles-Weed, Laure Zanna, Matan Leibovich, Narges Razavian, Sheng Liu, Sreyas Mohan, Weicheng Zhu

arxiv:2111.10734 v4 · 2021-11-21 · cs.LG · cs.AI · cs.CV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5UT3JJAKVEHWBTAWAYI5NVSIH5}

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 2026-07-05T05:39:49.697752Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ed27b4a40aa90f60cc160611d6d6483f4374854297f9c3dfd8b18fa41cf119ab

Aliases

arxiv: 2111.10734 · arxiv_version: 2111.10734v4 · doi: 10.48550/arxiv.2111.10734 · pith_short_12: 5UT3JJAKVEHW · pith_short_16: 5UT3JJAKVEHWBTAW · pith_short_8: 5UT3JJAK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5UT3JJAKVEHWBTAWAYI5NVSIH5 \
  | 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: ed27b4a40aa90f60cc160611d6d6483f4374854297f9c3dfd8b18fa41cf119ab
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9512af2349a8a1a294ed6c13e9d8b9bda2f10c4030bc0222e76665b42d4ba729",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-21T03:55:50Z",
    "title_canon_sha256": "39eb7e91b5fbb1996db5a58021d21337f9d9e18277820e578905659f3f437d5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.10734",
    "kind": "arxiv",
    "version": 4
  }
}