Pith Number

pith:JODSASXC

pith:2022:JODSASXCGOPSFVBOF7WQWNVYE3

not attested not anchored not stored refs pending

Emergent specialization from participation dynamics and multi-learner retraining

Jamie Morgenstern, Lillian J. Ratliff, Maryam Fazel, Mihaela Curmei, Sarah Dean

arxiv:2206.02667 v3 · 2022-06-06 · cs.LG · cs.GT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JODSASXCGOPSFVBOF7WQWNVYE3}

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.

Cited by

1 paper in Pith

Policy Design for Two-sided Platforms with Participation Dynamics

Receipt and verification

First computed	2026-07-05T08:13:06.759402Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4b87204ae2339f22d42e2fed0b36b826d3b4575a8aed5aea41760b204913d88b

Aliases

arxiv: 2206.02667 · arxiv_version: 2206.02667v3 · doi: 10.48550/arxiv.2206.02667 · pith_short_12: JODSASXCGOPS · pith_short_16: JODSASXCGOPSFVBO · pith_short_8: JODSASXC

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/JODSASXCGOPSFVBOF7WQWNVYE3 \
  | 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: 4b87204ae2339f22d42e2fed0b36b826d3b4575a8aed5aea41760b204913d88b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfa74c8f54459ee90ccf661e74e29716b330bfd86cda7290cad4d55b1004947f",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-06T15:12:56Z",
    "title_canon_sha256": "f350cc29b23fa780ed4c59ef110597e888a8366c4c220ed15ed92eea1340311a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.02667",
    "kind": "arxiv",
    "version": 3
  }
}