Pith Number

pith:MVLNMY66

pith:2025:MVLNMY66M6HUCESEQQTFBT5RKU

not attested not anchored not stored refs pending

BLAST: A Stealthy Backdoor Leverage Attack against Cooperative Multi-Agent Deep Reinforcement Learning based Systems

Chunwei Tian, Jiajia Liu, Jing Fang, Saihao Yan, Xueyu Yin, Yinbo Yu

arxiv:2501.01593 v2 · 2025-01-03 · cs.AI · cs.CR · cs.LG

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\usepackage{pith}
\pithnumber{MVLNMY66M6HUCESEQQTFBT5RKU}

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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

BehaviorGuard: Online Backdoor Defense for Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:39:06.324682Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6556d663de678f411244842650cfb1550ad8cf0a2f45f81f22cf3152b904143b

Aliases

arxiv: 2501.01593 · arxiv_version: 2501.01593v2 · doi: 10.48550/arxiv.2501.01593 · pith_short_12: MVLNMY66M6HU · pith_short_16: MVLNMY66M6HUCESE · pith_short_8: MVLNMY66

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/MVLNMY66M6HUCESEQQTFBT5RKU \
  | 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: 6556d663de678f411244842650cfb1550ad8cf0a2f45f81f22cf3152b904143b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80f965a32679a9adb057bdbf47c9a29739a9db26c11672254aa4b1be6f3c8518",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-03T01:33:29Z",
    "title_canon_sha256": "fcf5d5a528be4dd501ec25835e9c350d7eb7d7742574ff711b61bbbcef3dea23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.01593",
    "kind": "arxiv",
    "version": 2
  }
}