Pith Number

pith:4XLIVNGY

pith:2026:4XLIVNGY5AYNHPXHUZ67LROBRW

not attested not anchored not stored refs pending

In-Network Market Prediction Using Machine Learning and Limit Order Books

Changgang Zheng, Joshua Lilley, Noa Zilberman, Stefan Zohren, Xinpeng Hong

arxiv:2608.02424 v1 · 2026-08-03 · cs.NI · cs.CE · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4XLIVNGY5AYNHPXHUZ67LROBRW}

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	2026-08-04T02:43:27.812483Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5d68ab4d8e830d3bee7a67df5c5c18d9de9c98275e7e85d6993515627dbf84e

Aliases

arxiv: 2608.02424 · arxiv_version: 2608.02424v1 · doi: 10.48550/arxiv.2608.02424 · pith_short_12: 4XLIVNGY5AYN · pith_short_16: 4XLIVNGY5AYNHPXH · pith_short_8: 4XLIVNGY

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/4XLIVNGY5AYNHPXHUZ67LROBRW \
  | 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: e5d68ab4d8e830d3bee7a67df5c5c18d9de9c98275e7e85d6993515627dbf84e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2480dd02946e0a7a176a4b9de2a8957f19890482a60125980daaf7b140180f1",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.ET"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-08-03T16:05:49Z",
    "title_canon_sha256": "13a38bcdaa60161fb024e65f6849f143fe56243c3caa081dcb7cd29e3e69e351"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.02424",
    "kind": "arxiv",
    "version": 1
  }
}