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Pith Number

pith:DZHXP5TP

pith:2021:DZHXP5TPY5I4OJPDBQHDICWAPT
not attested not anchored not stored refs pending

Flow Network based Generative Models for Non-Iterative Diverse Candidate Generation

Doina Precup, Emmanuel Bengio, Maksym Korablyov, Moksh Jain, Yoshua Bengio

arxiv:2106.04399 v2 · 2021-06-08 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DZHXP5TPY5I4OJPDBQHDICWAPT}

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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

3 papers in Pith

Receipt and verification
First computed 2026-07-05T03:33:22.058287Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1e4f77f66fc751c725e30c0e340ac07cd7b3b1df17b8b81a55b47e22cacc61e7

Aliases

arxiv: 2106.04399 · arxiv_version: 2106.04399v2 · doi: 10.48550/arxiv.2106.04399 · pith_short_12: DZHXP5TPY5I4 · pith_short_16: DZHXP5TPY5I4OJPD · pith_short_8: DZHXP5TP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DZHXP5TPY5I4OJPDBQHDICWAPT \
  | 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: 1e4f77f66fc751c725e30c0e340ac07cd7b3b1df17b8b81a55b47e22cacc61e7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0678de37659e6e63c5bd2c696234c600423ec29e5068498c46bce8994bcd5525",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-08T14:21:10Z",
    "title_canon_sha256": "1904269d4b629716150d8f3543856d56eab047a061137a1f151814336935df26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.04399",
    "kind": "arxiv",
    "version": 2
  }
}