Pith Number

pith:R7LLEB4I

pith:2024:R7LLEB4IJXNBUQN5KQCJHEAZAB

not attested not anchored not stored refs pending

Your decision path does matter in pre-training industrial recommenders with multi-source behaviors

BinBin Hu, Bo Huang, Chunjing Gan, Jian Ma, Jun Zhou, Wenliang Zhong, Zhiqiang Zhang, Ziqi Liu

arxiv:2405.17132 v1 · 2024-05-27 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R7LLEB4IJXNBUQN5KQCJHEAZAB}

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	2026-07-05T08:23:40.355814Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8fd6b207884dda1a41bd54049390190043bac5f7e1fbe9c793b25c24a41993fe

Aliases

arxiv: 2405.17132 · arxiv_version: 2405.17132v1 · doi: 10.48550/arxiv.2405.17132 · pith_short_12: R7LLEB4IJXNB · pith_short_16: R7LLEB4IJXNBUQN5 · pith_short_8: R7LLEB4I

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/R7LLEB4IJXNBUQN5KQCJHEAZAB \
  | 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: 8fd6b207884dda1a41bd54049390190043bac5f7e1fbe9c793b25c24a41993fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6e36109d348991d7cccd65acdd80c97620a536484316302ecf49d6d8598d17f5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-27T12:49:07Z",
    "title_canon_sha256": "88e9975007d8b14af99a5fa5ab4d0c0182f395a14b628f00b4021c5833cfd3ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17132",
    "kind": "arxiv",
    "version": 1
  }
}