Pith Number

pith:NQRIJKV2

pith:2024:NQRIJKV2NUGZGJNEY24UJOC25J

not attested not anchored not stored refs pending

Autoregressive Policy Optimization for Constrained Allocation Tasks

David Winkel, Matthias Schubert, Maximilian Bernhard, Niklas Strau{\ss}, Thomas Seidl, Zongyue Li

arxiv:2409.18735 v1 · 2024-09-27 · 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{NQRIJKV2NUGZGJNEY24UJOC25J}

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	2026-07-05T09:12:40.483358Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c2284aaba6d0d9325a4c6b944b85aea76501c499aae1c14566624bc45dd58ee

Aliases

arxiv: 2409.18735 · arxiv_version: 2409.18735v1 · doi: 10.48550/arxiv.2409.18735 · pith_short_12: NQRIJKV2NUGZ · pith_short_16: NQRIJKV2NUGZGJNE · pith_short_8: NQRIJKV2

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/NQRIJKV2NUGZGJNEY24UJOC25J \
  | 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: 6c2284aaba6d0d9325a4c6b944b85aea76501c499aae1c14566624bc45dd58ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02e4023f31ee762f1d58cc08858ae76acba414bce65241e661ebe37bd1e81599",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-27T13:27:15Z",
    "title_canon_sha256": "9eb370502fe685a8d8dd8823cf56de32e21944694926ae3096ffd09b831eace6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.18735",
    "kind": "arxiv",
    "version": 1
  }
}