Pith Number

pith:VJOSICXY

pith:2020:VJOSICXYT774Y4H4NINFSQD2FF

not attested not anchored not stored refs pending

Stealthy and Efficient Adversarial Attacks against Deep Reinforcement Learning

Jianwen Sun, Kangjie Chen, Lei Ma, Tianwei Zhang, Xiaofei Xie, Yang Liu, Yan Zheng

arxiv:2005.07099 v1 · 2020-05-14 · cs.CR · cs.AI · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VJOSICXYT774Y4H4NINFSQD2FF}

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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

Gimitest: A Comprehensive Tool for Testing Reinforcement Learning Policies

Receipt and verification

First computed	2026-07-05T01:02:53.163019Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aa5d240af89fffcc70fc6a1a59407a29422f62d30e6c51770a3977bf7cd5d10b

Aliases

arxiv: 2005.07099 · arxiv_version: 2005.07099v1 · doi: 10.48550/arxiv.2005.07099 · pith_short_12: VJOSICXYT774 · pith_short_16: VJOSICXYT774Y4H4 · pith_short_8: VJOSICXY

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/VJOSICXYT774Y4H4NINFSQD2FF \
  | 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: aa5d240af89fffcc70fc6a1a59407a29422f62d30e6c51770a3977bf7cd5d10b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3748f6691b2566503c039e50cad8400502efb2352ce47d7715578ac33bf2a396",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-05-14T16:06:38Z",
    "title_canon_sha256": "f2f5aa3d5cdcd23bea3252ae73491aaac3545312c98714e07effe709f0ebc988"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.07099",
    "kind": "arxiv",
    "version": 1
  }
}