Pith Number

pith:R24MKQRM

pith:2019:R24MKQRMBHLBST7XRFPN2TOHPB

not attested not anchored not stored refs pending

Behaviour Suite for Reinforcement Learning

Andre Saraiva, Benjamin Van Roy, Csaba Szepesvari, David Silver, Eren Sezener, Hado van Hasselt, Ian Osband, John Aslanides, Katrina McKinney, Matteo Hessel, Richard Sutton, Satinder Singh, Tor Lattimore, Yotam Doron

arxiv:1908.03568 v3 · 2019-08-09 · cs.LG · cs.AI · 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{R24MKQRMBHLBST7XRFPN2TOHPB}

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.

Cited by

6 papers in Pith

Naturalistic Computational Cognitive Science: Towards generalizable models and theories that capture the full range of natural behavior

Augmented Lagrangian Method for Last-Iterate Convergence for Constrained MDPs

On the Measure of Intelligence

Gymnasium: A Standard Interface for Reinforcement Learning Environments

Receipt and verification

First computed	2026-07-05T00:40:44.003876Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8eb8c5422c09d6194ff7895edd4dc7785e14ebbf7647608bec9d6b2783e1226a

Aliases

arxiv: 1908.03568 · arxiv_version: 1908.03568v3 · doi: 10.48550/arxiv.1908.03568 · pith_short_12: R24MKQRMBHLB · pith_short_16: R24MKQRMBHLBST7X · pith_short_8: R24MKQRM

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/R24MKQRMBHLBST7XRFPN2TOHPB \
  | 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: 8eb8c5422c09d6194ff7895edd4dc7785e14ebbf7647608bec9d6b2783e1226a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "306937d15bef28ad2aa1687b9effae714c9e24b3379602b957cd4362cabf5a4b",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-09T08:34:08Z",
    "title_canon_sha256": "ce99d93c6bf969d29a936a4d2e0c03407b76feada3d3ae2624793341e6f5f3c0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.03568",
    "kind": "arxiv",
    "version": 3
  }
}