Pith Number

pith:2M55CLOE

pith:2025:2M55CLOEK6DB5KUKGNU73WYRJK

not attested not anchored not stored refs pending

Employee Turnover Prediction: A Cross-component Attention Transformer with Consideration of Competitor Influence and Contagious Effect

Hao Liu (Deakin University), Yong Ge (The University of Arizona)

arxiv:2502.01660 v1 · 2025-01-31 · cs.LG · 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{2M55CLOEK6DB5KUKGNU73WYRJK}

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	2026-07-05T10:09:17.173411Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d33bd12dc457861eaa8a3369fddb114a87b25437abfe875e21c6dd2f89c40aed

Aliases

arxiv: 2502.01660 · arxiv_version: 2502.01660v1 · doi: 10.48550/arxiv.2502.01660 · pith_short_12: 2M55CLOEK6DB · pith_short_16: 2M55CLOEK6DB5KUK · pith_short_8: 2M55CLOE

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/2M55CLOEK6DB5KUKGNU73WYRJK \
  | 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: d33bd12dc457861eaa8a3369fddb114a87b25437abfe875e21c6dd2f89c40aed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dae476769876e6b83ade47b824d89eeef85adb25ea79bbb7066a25976c4afd93",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T22:25:39Z",
    "title_canon_sha256": "ee2bb0c9aaf164886398a3f05a51a5b019bce7bf49047bb99cc54283b87118f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01660",
    "kind": "arxiv",
    "version": 1
  }
}