Pith Number

pith:FVD2ZJGC

pith:2025:FVD2ZJGCRQXKFJXFVF3PISUK57

not attested not anchored not stored refs pending

Cascade: Token-Sharded Private LLM Inference

Akilesh Potti, Arka Pal, Erica Choi, Louai Zahran, Micah Goldblum, Rahul Thomas

arxiv:2507.05228 v1 · 2025-07-07 · 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{FVD2ZJGCRQXKFJXFVF3PISUK57}

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.

Cited by

1 paper in Pith

Security Considerations for Multi-agent Systems

Receipt and verification

First computed	2026-07-05T11:33:10.871226Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d47aca4c28c2ea2a6e5a976f44a8aeff3a10183ead71267adfec006b627b69c

Aliases

arxiv: 2507.05228 · arxiv_version: 2507.05228v1 · doi: 10.48550/arxiv.2507.05228 · pith_short_12: FVD2ZJGCRQXK · pith_short_16: FVD2ZJGCRQXKFJXF · pith_short_8: FVD2ZJGC

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/FVD2ZJGCRQXKFJXFVF3PISUK57 \
  | 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: 2d47aca4c28c2ea2a6e5a976f44a8aeff3a10183ead71267adfec006b627b69c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "557584fbe8e669749ddc1867c5d292e275c12d0e1080a3c11ddd17fe41503a86",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-07T17:37:16Z",
    "title_canon_sha256": "dc16598435f2eba50ccb44abd17e10aeeb5b34459f9a87029de6ec1622c17df2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05228",
    "kind": "arxiv",
    "version": 1
  }
}