Pith Number

pith:6CDGNWCB

pith:2023:6CDGNWCBQXIYICVPK4NAEMPW3G

not attested not anchored not stored refs pending

POPGym: Benchmarking Partially Observable Reinforcement Learning

Amanda Prorok, Matteo Bettini, Ryan Kortvelesy, Stephan Liwicki, Steven Morad

arxiv:2303.01859 v1 · 2023-03-03 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6CDGNWCBQXIYICVPK4NAEMPW3G}

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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

Belief-Aware Scheduling for Predictive Wildfire Hazard Mapping under Sparse-Window Telemetry

Why Linear Recurrent Memory Works in Partially Observable Reinforcement Learning

Belief-State RWKV for Reinforcement Learning under Partial Observability

Receipt and verification

First computed	2026-07-05T05:47:50.067955Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f08666d84185d1840aaf571a0231f6d9827e75aa832a40e695861c756230cfee

Aliases

arxiv: 2303.01859 · arxiv_version: 2303.01859v1 · doi: 10.48550/arxiv.2303.01859 · pith_short_12: 6CDGNWCBQXIY · pith_short_16: 6CDGNWCBQXIYICVP · pith_short_8: 6CDGNWCB

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/6CDGNWCBQXIYICVPK4NAEMPW3G \
  | 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: f08666d84185d1840aaf571a0231f6d9827e75aa832a40e695861c756230cfee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "343f93c7c5fe7563abe61c5494573091d34d30a7eea8bc83e582a2a8903d88a5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-03T11:25:33Z",
    "title_canon_sha256": "7e79a7e78348a3afcf4e3fae86fa75d095ab1097afd72873413b1278483580b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.01859",
    "kind": "arxiv",
    "version": 1
  }
}