Pith Number

pith:YN7KHV4D

pith:2022:YN7KHV4DFXOPFNGCAGUS5TGRW6

not attested not anchored not stored refs pending

Safe Reinforcement Learning by Imagining the Near Future

Garrett Thomas, Tengyu Ma, Yuping Luo

arxiv:2202.07789 v1 · 2022-02-15 · 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{YN7KHV4DFXOPFNGCAGUS5TGRW6}

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

Q-learning-based Model-free Safety Filter

Receipt and verification

First computed	2026-07-05T03:57:33.638227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c37ea3d7832ddcf2b4c201a92eccd1b798c618b1a3216b860b15648d2f5d0a48

Aliases

arxiv: 2202.07789 · arxiv_version: 2202.07789v1 · doi: 10.48550/arxiv.2202.07789 · pith_short_12: YN7KHV4DFXOP · pith_short_16: YN7KHV4DFXOPFNGC · pith_short_8: YN7KHV4D

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/YN7KHV4DFXOPFNGCAGUS5TGRW6 \
  | 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: c37ea3d7832ddcf2b4c201a92eccd1b798c618b1a3216b860b15648d2f5d0a48

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8479a44407df9759f0a1c00f4b4f4cd61c2ac198be1a34c816b75116c8972924",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-15T23:28:24Z",
    "title_canon_sha256": "9c76deaea9f7a9331c4b0dadc626d69b11a83518623b3a938d537b46cacf94e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.07789",
    "kind": "arxiv",
    "version": 1
  }
}