Pith. sign in
Pith Number

pith:PNUSJMRZ

pith:2021:PNUSJMRZBJ3D3JRUWWD2M6O5LT
not attested not anchored not stored refs pending

Benchmark for Out-of-Distribution Detection in Deep Reinforcement Learning

Aaqib Parvez Mohammed, Matias Valdenegro-Toro

arxiv:2112.02694 v1 · 2021-12-05 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{PNUSJMRZBJ3D3JRUWWD2M6O5LT}

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.
Receipt and verification
First computed 2026-07-05T03:37:56.366922Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7b6924b2390a763da634b587a679dd5cfcdf4d1a73aa064c922b1946d8ed5b0d

Aliases

arxiv: 2112.02694 · arxiv_version: 2112.02694v1 · doi: 10.48550/arxiv.2112.02694 · pith_short_12: PNUSJMRZBJ3D · pith_short_16: PNUSJMRZBJ3D3JRU · pith_short_8: PNUSJMRZ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/PNUSJMRZBJ3D3JRUWWD2M6O5LT \
  | 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: 7b6924b2390a763da634b587a679dd5cfcdf4d1a73aa064c922b1946d8ed5b0d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5fafb9001feb9f12cc61006279964041e2a5199a248901c26fc031f5b05bfe1a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-05T22:21:11Z",
    "title_canon_sha256": "e7d633550527657afc773f01b4eee27a64138ea4e583f3e3f1e09d91b0722398"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02694",
    "kind": "arxiv",
    "version": 1
  }
}