Pith Number

pith:67LYCPFQ

pith:2021:67LYCPFQRBKVOF7KKFIK5KJAXS

not attested not anchored not stored refs pending

Regularized Behavior Value Estimation

Caglar Gulcehre, Jakub Sygnowski, Konrad Zolna, Matthew Hoffman, Nando de Freitas, Razvan Pascanu, Sergio G\'omez Colmenarejo, Thomas Paine, Yutian Chen, Ziyu Wang

arxiv:2103.09575 v1 · 2021-03-17 · 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{67LYCPFQRBKVOF7KKFIK5KJAXS}

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

Reinforced Self-Training (ReST) for Language Modeling

Receipt and verification

First computed	2026-07-05T02:24:05.357005Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7d7813cb088555717ea5150aea920bc939cb194aa957a84860e630277ffa756

Aliases

arxiv: 2103.09575 · arxiv_version: 2103.09575v1 · doi: 10.48550/arxiv.2103.09575 · pith_short_12: 67LYCPFQRBKV · pith_short_16: 67LYCPFQRBKVOF7K · pith_short_8: 67LYCPFQ

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/67LYCPFQRBKVOF7KKFIK5KJAXS \
  | 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: f7d7813cb088555717ea5150aea920bc939cb194aa957a84860e630277ffa756

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9075bc558963052913903756c054604507169b0c85e1d640b998b7a127312f7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-17T11:34:54Z",
    "title_canon_sha256": "fbc004e4dea6bc91341f10ab00914be0280ee23193ec2e98663d38ae8e9d0606"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.09575",
    "kind": "arxiv",
    "version": 1
  }
}