Pith Number

pith:KNZGHSOL

pith:2026:KNZGHSOLKJATBZ54NXZIMYVTNB

not attested not anchored not stored refs pending

Scaling Datasets for Multi-Sensor, Multi-Agent, and Multi-Domain Learning in Autonomous Systems

David Hunt, Miroslav Pajic, R. Spencer Hallyburton

arxiv:2606.04444 v1 · 2026-06-03 · eess.IV · 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{KNZGHSOLKJATBZ54NXZIMYVTNB}

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	2026-06-04T01:09:08.347999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

537263c9cb524130e7bc6df28662b3685030fa7d58453e7841b6246229407e0c

Aliases

arxiv: 2606.04444 · arxiv_version: 2606.04444v1 · doi: 10.48550/arxiv.2606.04444 · pith_short_12: KNZGHSOLKJAT · pith_short_16: KNZGHSOLKJATBZ54 · pith_short_8: KNZGHSOL

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/KNZGHSOLKJATBZ54NXZIMYVTNB \
  | 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: 537263c9cb524130e7bc6df28662b3685030fa7d58453e7841b6246229407e0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba80228cd16ed4258428b08bb09cdd7a595f8de83f60957a32d67ab33cca79ee",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2026-06-03T04:46:44Z",
    "title_canon_sha256": "c186be878881cd43ed09ade8eca973673e1215be8f74a05e391c6c701f162a62"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.04444",
    "kind": "arxiv",
    "version": 1
  }
}