Pith Number

pith:EUWNUNFI

pith:2026:EUWNUNFI67AU4NZMM65OQJ4KXK

not attested not anchored not stored refs pending

Reinforcement Learning Disrupts Gradient-Based Adversarial Optimization

Alireza Aghabagherloo, Bart Preneel, Chang Zhao, Dave Singel\'ee, Robin Degraeve, Xinhai Zou

arxiv:2606.12251 v1 · 2026-06-10 · cs.LG · cs.AI · 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{EUWNUNFI67AU4NZMM65OQJ4KXK}

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	2026-06-11T01:10:56.952931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

252cda34a8f7c14e372c67bae8278aba94fd63fab654b1e580a0e57ef3163341

Aliases

arxiv: 2606.12251 · arxiv_version: 2606.12251v1 · doi: 10.48550/arxiv.2606.12251 · pith_short_12: EUWNUNFI67AU · pith_short_16: EUWNUNFI67AU4NZM · pith_short_8: EUWNUNFI

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/EUWNUNFI67AU4NZMM65OQJ4KXK \
  | 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: 252cda34a8f7c14e372c67bae8278aba94fd63fab654b1e580a0e57ef3163341

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b638138e232ea7dd4057d07c0fe9e29fff34c71d6f2db4674930c53443512e4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-10T15:53:36Z",
    "title_canon_sha256": "dec28d57fe403ed14427f6f58d2a08b170886f45e356dd72620969045caa19d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.12251",
    "kind": "arxiv",
    "version": 1
  }
}