Pith Number

pith:M7IJ3EYN

pith:2022:M7IJ3EYNKX4LQOPSTMUHEZ5XF2

not attested not anchored not stored refs pending

Stabilizing Off-Policy Deep Reinforcement Learning from Pixels

Edoardo Cetin, Oya Celiktutan, Philip J. Ball, Steve Roberts

arxiv:2207.00986 v1 · 2022-07-03 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{M7IJ3EYNKX4LQOPSTMUHEZ5XF2}

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

Reinforcement Learning with Foundation Priors: Let the Embodied Agent Efficiently Learn on Its Own

Receipt and verification

First computed	2026-07-05T04:36:54.806148Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67d09d930d55f8b839f29b287267b72e81fedf3978b8d060b402f6943e638e0a

Aliases

arxiv: 2207.00986 · arxiv_version: 2207.00986v1 · doi: 10.48550/arxiv.2207.00986 · pith_short_12: M7IJ3EYNKX4L · pith_short_16: M7IJ3EYNKX4LQOPS · pith_short_8: M7IJ3EYN

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/M7IJ3EYNKX4LQOPSTMUHEZ5XF2 \
  | 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: 67d09d930d55f8b839f29b287267b72e81fedf3978b8d060b402f6943e638e0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "49a9b7545214df70a346264bf05d13757cadb9b549ae89adad44439ffd63735a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-03T08:52:40Z",
    "title_canon_sha256": "749f4748816750180fe1ad557d3f06ed381bceb4b4adb82ebd7512d6af4f55ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.00986",
    "kind": "arxiv",
    "version": 1
  }
}