Pith Number

pith:PQOG37GC

pith:2025:PQOG37GCJWAQOY5LI4BBGDFKRZ

not attested not anchored not stored refs pending

A Start To End Machine Learning Approach To Maximize Scientific Throughput From The LCLS-II-HE

Aashwin Mishra, Apurva Mehta, Auralee Edelen, Daniel Ratner, Fred Poitevin, Jana Thayer, Matt Seaberg, Ryan Roussel

arxiv:2505.23858 v1 · 2025-05-29 · physics.ins-det · cs.LG · hep-ex

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQOG37GCJWAQOY5LI4BBGDFKRZ}

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	2026-07-05T11:12:36.915134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c1c6dfcc24d810763ab4702130caa8e6e57faf71ad53c3e2a92946474fe0b80

Aliases

arxiv: 2505.23858 · arxiv_version: 2505.23858v1 · doi: 10.48550/arxiv.2505.23858 · pith_short_12: PQOG37GCJWAQ · pith_short_16: PQOG37GCJWAQOY5L · pith_short_8: PQOG37GC

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/PQOG37GCJWAQOY5LI4BBGDFKRZ \
  | 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: 7c1c6dfcc24d810763ab4702130caa8e6e57faf71ad53c3e2a92946474fe0b80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf34e49315b587dea5df53b24bebac88ababd737d8d52dcefc8ad70bd7144027",
    "cross_cats_sorted": [
      "cs.LG",
      "hep-ex"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.ins-det",
    "submitted_at": "2025-05-29T07:49:39Z",
    "title_canon_sha256": "fd1c6eb9c8760a4bb7e46f03fb2716f29c4d825874e77bd38836deca6a0fb990"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23858",
    "kind": "arxiv",
    "version": 1
  }
}