Pith Number

pith:4HEVMIFE

pith:2023:4HEVMIFEPRS3IY7S57YRFNCJGO

not attested not anchored not stored refs pending

Data Market Design through Deep Learning

David C. Parkes, Sai Srivatsa Ravindranath, Yanchen Jiang

arxiv:2310.20096 v1 · 2023-10-31 · cs.GT · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4HEVMIFEPRS3IY7S57YRFNCJGO}

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	2026-07-05T07:07:23.950610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1c95620a47c65b463f2eff112b4493399173bc00cad5becff14e21be6f4ad6c

Aliases

arxiv: 2310.20096 · arxiv_version: 2310.20096v1 · doi: 10.48550/arxiv.2310.20096 · pith_short_12: 4HEVMIFEPRS3 · pith_short_16: 4HEVMIFEPRS3IY7S · pith_short_8: 4HEVMIFE

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/4HEVMIFEPRS3IY7S57YRFNCJGO \
  | 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: e1c95620a47c65b463f2eff112b4493399173bc00cad5becff14e21be6f4ad6c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e56b88000faee87b422c7a9f487e756acb51d1a1b1524c629244e56cd7a04eb0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2023-10-31T00:21:09Z",
    "title_canon_sha256": "f070e0bb22f7f9dae19a8518f80b64671fa987b08fe516b7415ce91ceca8b8b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.20096",
    "kind": "arxiv",
    "version": 1
  }
}