Pith Number

pith:UILXP2VL

pith:2021:UILXP2VL24IC6EPKCGAOAUFEXN

not attested not anchored not stored refs pending

Mitigation of Adversarial Policy Imitation via Constrained Randomization of Policy (CRoP)

Nancirose Piazza, Vahid Behzadan

arxiv:2109.14678 v1 · 2021-09-29 · 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{UILXP2VL24IC6EPKCGAOAUFEXN}

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	2026-07-05T03:18:43.268286Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a21777eaabd7102f11ea1180e050a4bb5ba2f640ad6dd3a2f5fe6b79e4ffcc95

Aliases

arxiv: 2109.14678 · arxiv_version: 2109.14678v1 · doi: 10.48550/arxiv.2109.14678 · pith_short_12: UILXP2VL24IC · pith_short_16: UILXP2VL24IC6EPK · pith_short_8: UILXP2VL

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/UILXP2VL24IC6EPKCGAOAUFEXN \
  | 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: a21777eaabd7102f11ea1180e050a4bb5ba2f640ad6dd3a2f5fe6b79e4ffcc95

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a83b4cf43c8c647431effc196cf57bc4a2982c94cac2a23efdcac8a96d3fdda6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-29T19:29:10Z",
    "title_canon_sha256": "b8fea08a0aac33b889b1e3bec56c5f139c8ff33d1f63a4745a6438934fd875b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.14678",
    "kind": "arxiv",
    "version": 1
  }
}