Pith Number

pith:GVYUFW4D

pith:2021:GVYUFW4DEBYWGK223MCWEAXEG5

not attested not anchored not stored refs pending

Out-of-Distribution Dynamics Detection: RL-Relevant Benchmarks and Results

Alan Fern, Mohamad H Danesh

arxiv:2107.04982 v2 · 2021-07-11 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GVYUFW4DEBYWGK223MCWEAXEG5}

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

Mahalanobis-Guided Latent OOD Detection for Hybrid ES-DRL Control in Time-Varying Systems

Unsolved Problems in ML Safety

Receipt and verification

First computed	2026-07-05T04:25:43.513623Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

357142db832071632b5adb056202e4377f079aebd5cb78f40e0bfb4da208036e

Aliases

arxiv: 2107.04982 · arxiv_version: 2107.04982v2 · doi: 10.48550/arxiv.2107.04982 · pith_short_12: GVYUFW4DEBYW · pith_short_16: GVYUFW4DEBYWGK22 · pith_short_8: GVYUFW4D

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/GVYUFW4DEBYWGK223MCWEAXEG5 \
  | 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: 357142db832071632b5adb056202e4377f079aebd5cb78f40e0bfb4da208036e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6fa03926fd0e755cb0b24a5d2e5c7301db013bf70a98039da020271711c7a1c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-11T06:40:02Z",
    "title_canon_sha256": "8d284845ca1405206d117c36342f8c4aa8e2a7b61d007756079241e1ad160933"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.04982",
    "kind": "arxiv",
    "version": 2
  }
}