Pith Number

pith:SHV35KDF

pith:2025:SHV35KDF22T5TJPHKGUGS7ZQEJ

not attested not anchored not stored refs pending

Parametrized Multi-Agent Routing via Deep Attention Models

Dhananjay Tiwari, Salar Basiri, Srinivasa M. Salapaka

arxiv:2507.22338 v1 · 2025-07-30 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SHV35KDF22T5TJPHKGUGS7ZQEJ}

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	2026-07-05T11:45:39.502745Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

91ebbea865d6a7d9a5e751a8697f3022639c58d20e1935f9ad3bfb3ef64b0f5d

Aliases

arxiv: 2507.22338 · arxiv_version: 2507.22338v1 · doi: 10.48550/arxiv.2507.22338 · pith_short_12: SHV35KDF22T5 · pith_short_16: SHV35KDF22T5TJPH · pith_short_8: SHV35KDF

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/SHV35KDF22T5TJPHKGUGS7ZQEJ \
  | 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: 91ebbea865d6a7d9a5e751a8697f3022639c58d20e1935f9ad3bfb3ef64b0f5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6131f4024dbaffe9bcbbd117d4c9e7128fc5b7cac347cb5ada9cd57521e7b9f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-30T02:46:45Z",
    "title_canon_sha256": "23f474f841f4efdb19c11dc681c92a867dd98c5c0df00a6815b6345d71ef7240"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.22338",
    "kind": "arxiv",
    "version": 1
  }
}