Pith Number

pith:3QUJN2HZ

pith:2020:3QUJN2HZJQ6HSSD5IJLE5PJMSY

not attested not anchored not stored refs pending

Query-based Targeted Action-Space Adversarial Policies on Deep Reinforcement Learning Agents

Kai Liang Tan, Soumik Sarkar, Xian Yeow Lee, Yasaman Esfandiari

arxiv:2011.07114 v2 · 2020-11-13 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3QUJN2HZJQ6HSSD5IJLE5PJMSY}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T02:16:50.850399Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc2896e8f94c3c79487d42564ebd2c9617da6d4b691eef0f3819d5f69de907cc

Aliases

arxiv: 2011.07114 · arxiv_version: 2011.07114v2 · doi: 10.48550/arxiv.2011.07114 · pith_short_12: 3QUJN2HZJQ6H · pith_short_16: 3QUJN2HZJQ6HSSD5 · pith_short_8: 3QUJN2HZ

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/3QUJN2HZJQ6HSSD5IJLE5PJMSY \
  | 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: dc2896e8f94c3c79487d42564ebd2c9617da6d4b691eef0f3819d5f69de907cc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e85267169cd80b22fd41068635ce2fe6e7905100e38a778b2d06273d9df15d0",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-13T20:25:48Z",
    "title_canon_sha256": "501fc22582212a5f6558f400a4e1a7cd4e08f7b4c7156966c1d8be8496a38161"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.07114",
    "kind": "arxiv",
    "version": 2
  }
}