Pith Number

pith:PBYDDC7X

pith:2019:PBYDDC7XDCR5E2VLCBTX4EJYPH

not attested not anchored not stored refs pending

Optimal Decision-Making in Mixed-Agent Partially Observable Stochastic Environments via Reinforcement Learning

Roi Ceren

arxiv:1901.01325 v1 · 2019-01-04 · 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{PBYDDC7XDCR5E2VLCBTX4EJYPH}

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	2026-05-17T23:56:52.253992Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7870318bf718a3d26aab10677e113879eeef14bcb123f246073f27ccb52250d8

Aliases

arxiv: 1901.01325 · arxiv_version: 1901.01325v1 · doi: 10.48550/arxiv.1901.01325 · pith_short_12: PBYDDC7XDCR5 · pith_short_16: PBYDDC7XDCR5E2VL · pith_short_8: PBYDDC7X

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/PBYDDC7XDCR5E2VLCBTX4EJYPH \
  | 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: 7870318bf718a3d26aab10677e113879eeef14bcb123f246073f27ccb52250d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fa703e823b00a905bb32f5b7d98d64ebd928f4e9e5321cf461cba81f0d4b3b7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-04T21:59:28Z",
    "title_canon_sha256": "a1e862e236730b3e91536421bbabe43f197ab412315736f9e772ee523d858b75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.01325",
    "kind": "arxiv",
    "version": 1
  }
}