Pith Number

pith:IZT3RF5I

pith:2024:IZT3RF5IMYJHMR6MYXY5PKR2Y3

not attested not anchored not stored refs pending

Open RL Benchmark: Comprehensive Tracked Experiments for Reinforcement Learning

Alexander Nikulin, Antonin Raffin, Arjun KG, Brent Yi, Chang Ye, Chufan Chen, Cyril Roum\'egous, Daniel Tan, Denys Makoviichuk, Dipam Chakraborty, Florian Felten, Guorui Quan, Jiayi Weng, Jo\~ao G. M. Ara\'ujo, Jongwook Choi, Kinal Mehta, Lucas N. Alegre, Mark Towers, Md Masudur Rahman, Mohamad H. Danesh, Quentin Gallou\'edec, Rousslan Fernand Julien Dossa, Rujikorn Charakorn, Ryan Sullivan, Shengyi Huang, Tianlin Liu, Timo Klein, Valentin Charraut, Viktor Makoviychuk, Xiao Hu, Yann Berthelot, Yanxiao Zhao, Zichen Liu

arxiv:2402.03046 v1 · 2024-02-05 · 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{IZT3RF5IMYJHMR6MYXY5PKR2Y3}

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

3 papers in Pith

Synthetic POMDPs to Challenge Memory-Augmented RL: Memory Demand Structure Modeling

Self-Supervised On-Policy Reinforcement Learning via Contrastive Proximal Policy Optimisation

Gymnasium: A Standard Interface for Reinforcement Learning Environments

Receipt and verification

First computed	2026-07-05T07:41:30.425741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4667b897a866127647ccc5f1d7aa3ac6c875ccd614cf52444662f59825660a29

Aliases

arxiv: 2402.03046 · arxiv_version: 2402.03046v1 · doi: 10.48550/arxiv.2402.03046 · pith_short_12: IZT3RF5IMYJH · pith_short_16: IZT3RF5IMYJHMR6M · pith_short_8: IZT3RF5I

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/IZT3RF5IMYJHMR6MYXY5PKR2Y3 \
  | 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: 4667b897a866127647ccc5f1d7aa3ac6c875ccd614cf52444662f59825660a29

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90d54e44c47262b5b5407496e824e98e4dfd8548a4f02841c8ba2bd322eb4440",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-05T14:32:00Z",
    "title_canon_sha256": "1c942165390dc7270b33cecd8735737e17d3fad189df787a6c8cc6fd0f8efe43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.03046",
    "kind": "arxiv",
    "version": 1
  }
}