Pith Number

pith:PRR5OLPR

pith:2023:PRR5OLPRCW7IYALNLTJRSD3OEU

not attested not anchored not stored refs pending

Implicit Poisoning Attacks in Two-Agent Reinforcement Learning: Adversarial Policies for Training-Time Attacks

Adish Singla, Debmalya Mandal, Goran Radanovic, Jonathan N\"other, Mohammad Mohammadi

arxiv:2302.13851 v1 · 2023-02-27 · cs.LG · cs.AI · cs.CR · cs.MA

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\usepackage{pith}
\pithnumber{PRR5OLPRCW7IYALNLTJRSD3OEU}

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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

Robust In-Context Reinforcement Learning Under Reward Poisoning Attacks

Receipt and verification

First computed	2026-07-05T05:45:51.551927Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c63d72df115be8c016d5cd3190f6e250fec822be37e688f7b7c6044c1b2fae8

Aliases

arxiv: 2302.13851 · arxiv_version: 2302.13851v1 · doi: 10.48550/arxiv.2302.13851 · pith_short_12: PRR5OLPRCW7I · pith_short_16: PRR5OLPRCW7IYALN · pith_short_8: PRR5OLPR

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/PRR5OLPRCW7IYALNLTJRSD3OEU \
  | 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: 7c63d72df115be8c016d5cd3190f6e250fec822be37e688f7b7c6044c1b2fae8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbd08c4b0b2e4501b8b5988cdd1ff34dabb56ea64dbc611ce8307cf6a125b3c5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-27T14:52:15Z",
    "title_canon_sha256": "40e3b76c1ffd3e289cbb67b5941fb0aad689746e4167735f8c815d7e0d912b29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.13851",
    "kind": "arxiv",
    "version": 1
  }
}