Pith Number

pith:DJIQI4VW

pith:2017:DJIQI4VWSPGE4V3ELJHVNQBAID

not attested not anchored not stored refs pending

Tactics of Adversarial Attack on Deep Reinforcement Learning Agents

Meng-Li Shih, Ming-Yu Liu, Min Sun, Yen-Chen Lin, Yuan-Hong Liao, Zhang-Wei Hong

arxiv:1703.06748 v4 · 2017-03-08 · cs.LG · cs.CR · stat.ML

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\usepackage{pith}
\pithnumber{DJIQI4VWSPGE4V3ELJHVNQBAID}

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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

7 papers in Pith

Gimitest: A Comprehensive Tool for Testing Reinforcement Learning Policies

Safe-RULE: Safe Reinforcement UnLEarning

RoAd-RL: A Unified Library and Benchmark for Robust Adversarial Reinforcement Learning

Scaling Laws for Reward Model Overoptimization

How Adversarial Environments Mislead Agentic AI?

Receipt and verification

First computed	2026-07-05T00:18:48.190470Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1a510472b693cc4e57645a4f56c02040f0f9582f4eec14d8f3bd100b4b5ea51e

Aliases

arxiv: 1703.06748 · arxiv_version: 1703.06748v4 · doi: 10.48550/arxiv.1703.06748 · pith_short_12: DJIQI4VWSPGE · pith_short_16: DJIQI4VWSPGE4V3E · pith_short_8: DJIQI4VW

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/DJIQI4VWSPGE4V3ELJHVNQBAID \
  | 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: 1a510472b693cc4e57645a4f56c02040f0f9582f4eec14d8f3bd100b4b5ea51e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e723a9d4d9787c8baec8c253f16441e13ab06e327d2e893d0e9772592d10fb27",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-03-08T04:39:34Z",
    "title_canon_sha256": "cc77a3297e876794f77b16c60b6cb26c6283ba65a7cd9e751c92361c71524ea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.06748",
    "kind": "arxiv",
    "version": 4
  }
}