Pith. sign in
Pith Number

pith:F2FLJ6BR

pith:2026:F2FLJ6BRI5JXZPC735XJQJ6ZQW
not attested not anchored not stored refs pending

Securing LLMs in the Wild: Privacy and Security Challenges at the Edge

Dumindu Samaraweera, Mingchen Li, Morris Chang, Ren-Yi Huang

arxiv:2607.13088 v1 · 2026-07-13 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{F2FLJ6BRI5JXZPC735XJQJ6ZQW}

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 2026-07-16T00:21:55.190388Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2e8ab4f83147537cbc5fdf6e9827d985afac8ce8391bb09326a8dedea1f0542b

Aliases

arxiv: 2607.13088 · arxiv_version: 2607.13088v1 · doi: 10.48550/arxiv.2607.13088 · pith_short_12: F2FLJ6BRI5JX · pith_short_16: F2FLJ6BRI5JXZPC7 · pith_short_8: F2FLJ6BR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/F2FLJ6BRI5JXZPC735XJQJ6ZQW \
  | 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: 2e8ab4f83147537cbc5fdf6e9827d985afac8ce8391bb09326a8dedea1f0542b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "85755c6597606f15580b5275a36a609d314d765564042a5ca2a0a120d1df3426",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2026-07-13T16:45:04Z",
    "title_canon_sha256": "5c6216b734c485ef987eb8f73eee346a5117ea1420cc955b788f832a08100b1d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.13088",
    "kind": "arxiv",
    "version": 1
  }
}