Pith Number

pith:VHFO73CG

pith:2023:VHFO73CG4R72GIXTO3LDCGYEUM

not attested not anchored not stored refs pending

STEEL: Singularity-aware Reinforcement Learning

Runzhe Wan, Xiaohong Chen, Zhengling Qi

arxiv:2301.13152 v5 · 2023-01-30 · stat.ML · cs.LG · econ.EM · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VHFO73CG4R72GIXTO3LDCGYEUM}

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

2 papers in Pith

A Tale of Two Cities: Pessimism and Opportunism in Offline Dynamic Pricing

A Review of Causal Decision Making

Receipt and verification

First computed	2026-07-05T08:36:41.818543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9caefec46e47fa322f376d6311b04a319669d4c2e3c2f86a481f823df76770c

Aliases

arxiv: 2301.13152 · arxiv_version: 2301.13152v5 · doi: 10.48550/arxiv.2301.13152 · pith_short_12: VHFO73CG4R72 · pith_short_16: VHFO73CG4R72GIXT · pith_short_8: VHFO73CG

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/VHFO73CG4R72GIXTO3LDCGYEUM \
  | 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: a9caefec46e47fa322f376d6311b04a319669d4c2e3c2f86a481f823df76770c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc39c078c53c11019dcfc98653e922aeae148d01009984c1777271d91c7e4d85",
    "cross_cats_sorted": [
      "cs.LG",
      "econ.EM",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-01-30T18:29:35Z",
    "title_canon_sha256": "ae8a68f6add6e0fab715133a7a54cc5f79a1fc5d46534a59e4a9d1975217f101"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13152",
    "kind": "arxiv",
    "version": 5
  }
}