Pith Number

pith:UDEIMFVI

pith:2025:UDEIMFVIKINASPPCYUHXLBMXMQ

not attested not anchored not stored refs pending

The Value of Personalized Recommendations: Evidence from Netflix

Allen Tran, Aur\'elien Bibaut, Guy Aridor, Kevin Zielnicki, Nathan Kallus, Winston Chou

arxiv:2511.07280 v5 · 2025-11-10 · econ.GN · cs.IR · cs.LG · q-fin.EC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UDEIMFVIKINASPPCYUHXLBMXMQ}

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	2026-06-09T02:07:12.761573Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0c88616a8521a093de2c50f758597640bb1445a96bdcd453900d14928e90049

Aliases

arxiv: 2511.07280 · arxiv_version: 2511.07280v5 · doi: 10.48550/arxiv.2511.07280 · pith_short_12: UDEIMFVIKINA · pith_short_16: UDEIMFVIKINASPPC · pith_short_8: UDEIMFVI

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/UDEIMFVIKINASPPCYUHXLBMXMQ \
  | 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: a0c88616a8521a093de2c50f758597640bb1445a96bdcd453900d14928e90049

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bf896ff0864dff6902462be80c714fd5f1397b1f55a3c6520ddd29e6449d810",
    "cross_cats_sorted": [
      "cs.IR",
      "cs.LG",
      "q-fin.EC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "econ.GN",
    "submitted_at": "2025-11-10T16:27:01Z",
    "title_canon_sha256": "a3086fb6f841c69fe3fb9cd301c2e4c6118e580831fc2cd48bceea52d9d48adc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.07280",
    "kind": "arxiv",
    "version": 5
  }
}