Pith Number

pith:DPZTPJC6

pith:2020:DPZTPJC65VQVKLFKGNE2XFWAKD

not attested not anchored not stored refs pending

Safety Verification of Model Based Reinforcement Learning Controllers

Akshita Gupta, Inseok Hwang

arxiv:2010.10740 v1 · 2020-10-21 · cs.LG · cs.RO · 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{DPZTPJC65VQVKLFKGNE2XFWAKD}

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

Scenario Generation for Risk-Aware Reinforcement Learning with Probably Approximately Safe Guarantees

Receipt and verification

First computed	2026-07-05T01:44:54.046276Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1bf337a45eed61552caa3349ab96c050e2842ef55aeaac3451d9ac24caa78042

Aliases

arxiv: 2010.10740 · arxiv_version: 2010.10740v1 · doi: 10.48550/arxiv.2010.10740 · pith_short_12: DPZTPJC65VQV · pith_short_16: DPZTPJC65VQVKLFK · pith_short_8: DPZTPJC6

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/DPZTPJC65VQVKLFKGNE2XFWAKD \
  | 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: 1bf337a45eed61552caa3349ab96c050e2842ef55aeaac3451d9ac24caa78042

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf5d9624c943bd329d2b0694c0c3c965d51364fcc7d61a3d6f0f6cb4b086b7b3",
    "cross_cats_sorted": [
      "cs.RO",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-21T03:35:28Z",
    "title_canon_sha256": "be9a083d546c0aa9b6787ad7adb5091b4024203067ac11bac7d6321ad27180a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.10740",
    "kind": "arxiv",
    "version": 1
  }
}