Pith Number

pith:HAV22UYR

pith:2019:HAV22UYRN4KIILGKLSOQGRQQOY

not attested not anchored not stored refs pending

Adversarial Policies: Attacking Deep Reinforcement Learning

Adam Gleave, Cody Wild, Michael Dennis, Neel Kant, Sergey Levine, Stuart Russell

arxiv:1905.10615 v3 · 2019-05-25 · cs.LG · cs.AI · cs.CR · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HAV22UYRN4KIILGKLSOQGRQQOY}

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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

Off the Rails: Hijacking the Scoring Head in Generative End-to-End Driving Planners with Safety-Violating Adversarial Perturbations

PIMbot: A Self-Adaptive Attack Framework for Adversarial Manipulation of Multi-Robot Reinforcement Learning

How Vulnerable Is My Learned Policy? Universal Adversarial Perturbation Attacks On Modern Behavior Cloning Policies

Vulnerable Agent Identification in Large-Scale Multi-Agent Reinforcement Learning

Robust Adversarial Policy Optimization Under Dynamics Uncertainty

Receipt and verification

First computed	2026-07-05T02:07:25.878041Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

382bad53116f14842cca5c9d03461076054429c093ab72b1e2d91046b39fb8e1

Aliases

arxiv: 1905.10615 · arxiv_version: 1905.10615v3 · doi: 10.48550/arxiv.1905.10615 · pith_short_12: HAV22UYRN4KI · pith_short_16: HAV22UYRN4KIILGK · pith_short_8: HAV22UYR

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/HAV22UYRN4KIILGKLSOQGRQQOY \
  | 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: 382bad53116f14842cca5c9d03461076054429c093ab72b1e2d91046b39fb8e1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a93b4d6ace5a99c500440cb0e7a411cd65e7d46369020629d3504e4caedb5f18",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-25T15:23:19Z",
    "title_canon_sha256": "17fd1a4bb0ee0b5f9d1445bb830d0e57455885be4bf7144b6a8f22807244f708"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.10615",
    "kind": "arxiv",
    "version": 3
  }
}