Pith Number

pith:ZBQ6TL3W

pith:2026:ZBQ6TL3WLSLJRVNLEMZWQOQTLN

not attested not anchored not stored refs pending

Dynamics of Learning under User Choice: Overspecialization and Peer-Model Probing

Adhyyan Narang, Lillian J Ratliff, Maryam Fazel, Sarah Dean

arxiv:2602.23565 v2 · 2026-02-27 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZBQ6TL3WLSLJRVNLEMZWQOQTLN}

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	2026-07-14T00:18:24.038816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c861e9af765c9698d5ab2333683a135b4cd49986e1bec2b51f9f7260c4872926

Aliases

arxiv: 2602.23565 · arxiv_version: 2602.23565v2 · doi: 10.48550/arxiv.2602.23565 · pith_short_12: ZBQ6TL3WLSLJ · pith_short_16: ZBQ6TL3WLSLJRVNL · pith_short_8: ZBQ6TL3W

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/ZBQ6TL3WLSLJRVNLEMZWQOQTLN \
  | 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: c861e9af765c9698d5ab2333683a135b4cd49986e1bec2b51f9f7260c4872926

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30d550fee2fd62333223183f75c4bfa38a39f5b805c2b896a678d377dc48fc8c",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-27T00:21:36Z",
    "title_canon_sha256": "e27f2d8bf511ee89c8f7e88a2c2ffdb2ef8838232562eec0d8ac4b79befb6bc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.23565",
    "kind": "arxiv",
    "version": 2
  }
}