Pith Number

pith:4SAPXMW7

pith:2024:4SAPXMW7IH7FV3QED263PBNEOF

not attested not anchored not stored refs pending

Robust Deep Reinforcement Learning Through Adversarial Attacks and Training : A Survey

Elies Gherbi, Frederic Cuppens, Hatem Hajri, Josephine Delas, Lucas Schott, Nora Boulahia-Cuppens, Reda Yaich, Sylvain Lamprier

arxiv:2403.00420 v3 · 2024-03-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4SAPXMW7IH7FV3QED263PBNEOF}

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	2026-06-10T01:09:11.257697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e480fbb2df41fe5aee041ebdb785a4717028c47db7818936abe1440f99daac19

Aliases

arxiv: 2403.00420 · arxiv_version: 2403.00420v3 · doi: 10.48550/arxiv.2403.00420 · pith_short_12: 4SAPXMW7IH7F · pith_short_16: 4SAPXMW7IH7FV3QE · pith_short_8: 4SAPXMW7

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/4SAPXMW7IH7FV3QED263PBNEOF \
  | 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: e480fbb2df41fe5aee041ebdb785a4717028c47db7818936abe1440f99daac19

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "474df8e672f129781015738f3e45f565b066b1653a339d7d3191bb6903547bf3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-01T10:16:46Z",
    "title_canon_sha256": "235ec41776c9f047e8a18f636aa0d96bb3606412ce8f873e3fccfaeb4b5efcad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00420",
    "kind": "arxiv",
    "version": 3
  }
}