Pith Number

pith:ROLIQJFJ

pith:2021:ROLIQJFJ5WNPSR77C2ODGTHDTP

not attested not anchored not stored refs pending

A note on stabilizing reinforcement learning

Grigory Yaremenko, Ilya Osokin, Pavel Osinenko

arxiv:2111.12316 v2 · 2021-11-24 · math.DS · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ROLIQJFJ5WNPSR77C2ODGTHDTP}

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	2026-07-05T04:30:53.929880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b968824a9ed9af947ff169c334ce39bfcb63a32747de68a96fe7ecf6957cf79

Aliases

arxiv: 2111.12316 · arxiv_version: 2111.12316v2 · doi: 10.48550/arxiv.2111.12316 · pith_short_12: ROLIQJFJ5WNP · pith_short_16: ROLIQJFJ5WNPSR77 · pith_short_8: ROLIQJFJ

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/ROLIQJFJ5WNPSR77C2ODGTHDTP \
  | 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: 8b968824a9ed9af947ff169c334ce39bfcb63a32747de68a96fe7ecf6957cf79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6058659a213fe8d5a325fbe3198c90729257d11a485c9d5b03a5079dafd5b585",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.DS",
    "submitted_at": "2021-11-24T07:58:14Z",
    "title_canon_sha256": "958fdc9c6f8747141b6e28e55c56a7f9eeabab3b33e1c3269fa574e3dbd73fee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.12316",
    "kind": "arxiv",
    "version": 2
  }
}