Pith Number

pith:2JSPMP6I

pith:2022:2JSPMP6I3NJ2WTE2IORNNNIVNI

not attested not anchored not stored refs pending

How to Leverage Unlabeled Data in Offline Reinforcement Learning

Aviral Kumar, Chelsea Finn, Karol Hausman, Sergey Levine, Tianhe Yu, Yevgen Chebotar

arxiv:2202.01741 v4 · 2022-02-03 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2JSPMP6I3NJ2WTE2IORNNNIVNI}

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

VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training

Receipt and verification

First computed	2026-07-05T04:38:35.013137Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d264f63fc8db53ab4c9a43a2d6b5156a1f85883eea26a8a941a5181582222d90

Aliases

arxiv: 2202.01741 · arxiv_version: 2202.01741v4 · doi: 10.48550/arxiv.2202.01741 · pith_short_12: 2JSPMP6I3NJ2 · pith_short_16: 2JSPMP6I3NJ2WTE2 · pith_short_8: 2JSPMP6I

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/2JSPMP6I3NJ2WTE2IORNNNIVNI \
  | 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: d264f63fc8db53ab4c9a43a2d6b5156a1f85883eea26a8a941a5181582222d90

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ed5c23585f6f95d7abd167a049c6952130f19099652ef9b8b0362ee2c92ec5e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-03T18:04:54Z",
    "title_canon_sha256": "333a5d17e1ea851704d498d6f7e32209fe637da0228ea5c0eb5411e7ee7eaebf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01741",
    "kind": "arxiv",
    "version": 4
  }
}