Pith Number

pith:X7TXD2RY

pith:2020:X7TXD2RYAQ5W3YJMJMXMVPTIG2

not attested not anchored not stored refs pending

Agent Modelling under Partial Observability for Deep Reinforcement Learning

Filippos Christianos, Georgios Papoudakis, Stefano V. Albrecht

arxiv:2006.09447 v4 · 2020-06-16 · cs.LG · cs.MA · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X7TXD2RYAQ5W3YJMJMXMVPTIG2}

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	2026-07-05T03:30:06.396442Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bfe771ea38043b6de12c4b2ecabe6836a515405b21074c29d5f60f9e35c45303

Aliases

arxiv: 2006.09447 · arxiv_version: 2006.09447v4 · doi: 10.48550/arxiv.2006.09447 · pith_short_12: X7TXD2RYAQ5W · pith_short_16: X7TXD2RYAQ5W3YJM · pith_short_8: X7TXD2RY

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/X7TXD2RYAQ5W3YJMJMXMVPTIG2 \
  | 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: bfe771ea38043b6de12c4b2ecabe6836a515405b21074c29d5f60f9e35c45303

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78f97abf04f9e39d61b76280514867b0514ff5522ef58d833cbcc4aed6e79c73",
    "cross_cats_sorted": [
      "cs.MA",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T18:43:42Z",
    "title_canon_sha256": "7506d8a9c436e0055c1c0b811f80a98be368e5b0e3488f31f5293ecdc29d3f49"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.09447",
    "kind": "arxiv",
    "version": 4
  }
}