Pith Number

pith:2YAP6C2T

pith:2022:2YAP6C2TDJ55PDLBD7LHKXRJDL

not attested not anchored not stored refs pending

Multi-Objective Coordination Graphs for the Expected Scalarised Returns with Generative Flow Models

Conor F. Hayes, Diederik M. Roijers, Enda Howley, Patrick Mannion, Timothy Verstraeten

arxiv:2207.00368 v1 · 2022-07-01 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2YAP6C2TDJ55PDLBD7LHKXRJDL}

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	2026-07-05T04:36:42.383203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d600ff0b531a7bd78d611fd6755e291ad316d0e1c1e7e6e32308216b369a07a0

Aliases

arxiv: 2207.00368 · arxiv_version: 2207.00368v1 · doi: 10.48550/arxiv.2207.00368 · pith_short_12: 2YAP6C2TDJ55 · pith_short_16: 2YAP6C2TDJ55PDLB · pith_short_8: 2YAP6C2T

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/2YAP6C2TDJ55PDLBD7LHKXRJDL \
  | 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: d600ff0b531a7bd78d611fd6755e291ad316d0e1c1e7e6e32308216b369a07a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd54da19d7c60b9f96a6bf76c7df364159d5b602a8208d9b45d9c2a21b988cd1",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-07-01T12:10:15Z",
    "title_canon_sha256": "30b0cc3fab5d11050d1af25a87ec51df11e4a09d2b73ae5c9213bd45542bc4f3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.00368",
    "kind": "arxiv",
    "version": 1
  }
}