Pith Number

pith:HLGTIBNH

pith:2019:HLGTIBNH5E3A5OFTH4JBV645B7

not attested not anchored not stored refs pending

TrojDRL: Trojan Attacks on Deep Reinforcement Learning Agents

Kacper Wardega, Panagiota Kiourti, Susmit Jha, Wenchao Li

arxiv:1903.06638 v1 · 2019-03-01 · cs.CR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HLGTIBNH5E3A5OFTH4JBV645B7}

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

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

2 papers in Pith

When Backdoors Meet Partial Observability: Attacking Real-World Reinforcement Learning

BehaviorGuard: Online Backdoor Defense for Deep Reinforcement Learning

Receipt and verification

First computed	2026-05-17T23:51:10.263063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3acd3405a7e9360eb8b33f121afb9d0fea03beef93db0c50575f4fba1a6f1e5f

Aliases

arxiv: 1903.06638 · arxiv_version: 1903.06638v1 · doi: 10.48550/arxiv.1903.06638 · pith_short_12: HLGTIBNH5E3A · pith_short_16: HLGTIBNH5E3A5OFT · pith_short_8: HLGTIBNH

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/HLGTIBNH5E3A5OFTH4JBV645B7 \
  | 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: 3acd3405a7e9360eb8b33f121afb9d0fea03beef93db0c50575f4fba1a6f1e5f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "46025c5aad3af83f8059a46fe745eff79c1bced11dbead972962163710d1fed9",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-03-01T04:17:32Z",
    "title_canon_sha256": "e978e45e85679d537502a675ae7933356a105ab626bb7cb98fe5208bcdf5a3a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.06638",
    "kind": "arxiv",
    "version": 1
  }
}