Pith Number

pith:MC7PH74Z

pith:2024:MC7PH74ZAZTJIPM6QMQW6OLOEF

not attested not anchored not stored refs pending

A Spatiotemporal Stealthy Backdoor Attack against Cooperative Multi-Agent Deep Reinforcement Learning

Jiajia Liu, Saihao Yan, Yinbo Yu

arxiv:2409.07775 v1 · 2024-09-12 · 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{MC7PH74ZAZTJIPM6QMQW6OLOEF}

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

Trading Devil RL: Backdoor attack via Stock market, Bayesian Optimization and Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:06:14.883431Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60bef3ff990666943d9e83216f396e2146a01d516ff17dc259ae8bfcdd071bcf

Aliases

arxiv: 2409.07775 · arxiv_version: 2409.07775v1 · doi: 10.48550/arxiv.2409.07775 · pith_short_12: MC7PH74ZAZTJ · pith_short_16: MC7PH74ZAZTJIPM6 · pith_short_8: MC7PH74Z

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/MC7PH74ZAZTJIPM6QMQW6OLOEF \
  | 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: 60bef3ff990666943d9e83216f396e2146a01d516ff17dc259ae8bfcdd071bcf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83c99f5a2b60c5782df8c2689910efc6dd1d12645e1e218535cb110ef43ab749",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-09-12T06:17:37Z",
    "title_canon_sha256": "765d0f6559e6e76eadc66692f45cd68c6664e6cc23149d98573032d0857d520a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.07775",
    "kind": "arxiv",
    "version": 1
  }
}