Pith Number

pith:535W2DWH

pith:2024:535W2DWHRBBH77SNIEDOOXKW5B

not attested not anchored not stored refs pending

Learning safety critics via a non-contractive binary bellman operator

Agustin Castellano, Enrique Mallada, Hancheng Min, Juan Andr\'es Bazerque

arxiv:2401.12849 v1 · 2024-01-23 · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{535W2DWHRBBH77SNIEDOOXKW5B}

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	2026-07-05T07:36:37.000654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eefb6d0ec788427ffe4d4106e75d56e85d5a94eaf49ee5b86445d7bc449d890a

Aliases

arxiv: 2401.12849 · arxiv_version: 2401.12849v1 · doi: 10.48550/arxiv.2401.12849 · pith_short_12: 535W2DWHRBBH · pith_short_16: 535W2DWHRBBH77SN · pith_short_8: 535W2DWH

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/535W2DWHRBBH77SNIEDOOXKW5B \
  | 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: eefb6d0ec788427ffe4d4106e75d56e85d5a94eaf49ee5b86445d7bc449d890a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "43927a273293f7d5116b0c04a956b5a204a83a9f261228c84d79c50b882d8cbe",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-23T15:33:30Z",
    "title_canon_sha256": "6e30a9e8875be2f1b022c2a067e11ff71fbb3357c80d800ef85db9e58cb564e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.12849",
    "kind": "arxiv",
    "version": 1
  }
}