Pith Number

pith:CDXRJWZJ

pith:2025:CDXRJWZJW2J2F3IXSFQZPOS3D6

not attested not anchored not stored refs pending

Beyond Training-time Poisoning: Component-level and Post-training Backdoors in Deep Reinforcement Learning

Alberto Caron, Chris Hicks, Pete Burnap, Sanyam Vyas, Vasilios Mavroudis

arxiv:2507.04883 v1 · 2025-07-07 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CDXRJWZJW2J2F3IXSFQZPOS3D6}

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

Plan2Cleanse: Test-Time Backdoor Defense via Monte-Carlo Planning in Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:32:55.811468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10ef14db29b693a2ed17916197ba5b1fb6501b0111d455306d4e084da202cceb

Aliases

arxiv: 2507.04883 · arxiv_version: 2507.04883v1 · doi: 10.48550/arxiv.2507.04883 · pith_short_12: CDXRJWZJW2J2 · pith_short_16: CDXRJWZJW2J2F3IX · pith_short_8: CDXRJWZJ

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/CDXRJWZJW2J2F3IXSFQZPOS3D6 \
  | 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: 10ef14db29b693a2ed17916197ba5b1fb6501b0111d455306d4e084da202cceb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63eb73a9d6b1dab594e7cb1bf7aeda134c00c2f5757f468a709439fa39517e68",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-07T11:15:54Z",
    "title_canon_sha256": "73eee7f810321b6cf1f01dd70c09a9c033d1ee2780998fe37b5845d7a20644a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.04883",
    "kind": "arxiv",
    "version": 1
  }
}