Pith Number

pith:U7LX5WSE

pith:2026:U7LX5WSEXMOV3ZJEUAWLKXJDVS

not attested not anchored not stored refs pending

Layer-Parallel Inference Reduces Encrypted Nonlinear Depth in Transformers

Akash Srivastava, Hao Wang, Kai Xu, Ligong Han, Ruijiang Gao

arxiv:2607.04819 v1 · 2026-07-06 · cs.LG · 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{U7LX5WSEXMOV3ZJEUAWLKXJDVS}

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	2026-07-07T02:20:04.893795Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7d77eda44bb1d5de524a02cb55d23acbb6ec4dcd39bedc6e0b5e4b79880ed89

Aliases

arxiv: 2607.04819 · arxiv_version: 2607.04819v1 · doi: 10.48550/arxiv.2607.04819 · pith_short_12: U7LX5WSEXMOV · pith_short_16: U7LX5WSEXMOV3ZJE · pith_short_8: U7LX5WSE

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/U7LX5WSEXMOV3ZJEUAWLKXJDVS \
  | 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: a7d77eda44bb1d5de524a02cb55d23acbb6ec4dcd39bedc6e0b5e4b79880ed89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fcf026974dab611d1ae3d1ea18ba078aea6ef3e2432e9171e68451b8e533d73",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-06T08:51:22Z",
    "title_canon_sha256": "8d2e7da813af88018cda6b94de406c1d18e45f7941860cdf875fff48dbf443b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.04819",
    "kind": "arxiv",
    "version": 1
  }
}