pith. sign in
Pith Number

pith:SQFDYXSW

pith:2026:SQFDYXSW2JUKGVH3ZLYPASTO5E
not attested not anchored not stored refs pending

The Distillation Game: Adaptive Attacks & Efficient Defenses

Mahdi Haghifam, Reza Shokri, Sanmi Koyejo, Youssef Allouah

arxiv:2605.22737 v1 · 2026-05-21 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SQFDYXSW2JUKGVH3ZLYPASTO5E}

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 2026-05-22T02:04:52.548539Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

940a3c5e56d268a354fbcaf0f04a6ee92058b096de10bf89ff08db5f9a93d4ae

Aliases

arxiv: 2605.22737 · arxiv_version: 2605.22737v1 · doi: 10.48550/arxiv.2605.22737 · pith_short_12: SQFDYXSW2JUK · pith_short_16: SQFDYXSW2JUKGVH3 · pith_short_8: SQFDYXSW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SQFDYXSW2JUKGVH3ZLYPASTO5E \
  | 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: 940a3c5e56d268a354fbcaf0f04a6ee92058b096de10bf89ff08db5f9a93d4ae
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "36a74164128800b3b602ef4a4dba7cf6f50366f7dc858e5f18af934fb1c8d4c1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-21T17:09:21Z",
    "title_canon_sha256": "68fdfef7e4d944d05d61aea1fdcad2b41c62d6bfd4c69bd6b67119e814a0990f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.22737",
    "kind": "arxiv",
    "version": 1
  }
}