Pith Number

pith:HILLI4F2

pith:2018:HILLI4F2LEQVXXLLBZFJW53I3Q

not attested not anchored not stored refs pending

Horizon: Facebook's Open Source Applied Reinforcement Learning Platform

Edoardo Conti, Jason Gauci, Kittipat Virochsiri, Scott Fujimoto, Vivek Narayanan, Xiaohui Ye, Yitao Liang, Yuchen He, Zachary Kaden, Zhengxing Chen

arxiv:1811.00260 v5 · 2018-11-01 · 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{HILLI4F2LEQVXXLLBZFJW53I3Q}

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

1 paper in Pith

Benchmarking Batch Deep Reinforcement Learning Algorithms

Receipt and verification

First computed	2026-07-05T00:02:24.226725Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3a16b470ba59215bdd6b0e4a9b7768dc2b2f12db3e3a2a9f9c52b0672a646ffa

Aliases

arxiv: 1811.00260 · arxiv_version: 1811.00260v5 · doi: 10.48550/arxiv.1811.00260 · pith_short_12: HILLI4F2LEQV · pith_short_16: HILLI4F2LEQVXXLL · pith_short_8: HILLI4F2

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/HILLI4F2LEQVXXLLBZFJW53I3Q \
  | 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: 3a16b470ba59215bdd6b0e4a9b7768dc2b2f12db3e3a2a9f9c52b0672a646ffa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af0bae43d939214d9cdc83f2d1327ce45258a43056b04921632eaa9aff83c70e",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-01T07:02:45Z",
    "title_canon_sha256": "baae4da2ea278d0e218d738c68733467fdf01ccffe4d23b73531723fc4f1afa2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.00260",
    "kind": "arxiv",
    "version": 5
  }
}