Pith Number

pith:BE6GSDYN

pith:2025:BE6GSDYNKGJXGD7D4TEZJ5DXPT

not attested not anchored not stored refs pending

LL4G: Self-Supervised Dynamic Optimization for Graph-Based Personality Detection

Guanming Chen, Imran Razzak, Lingzhi Shen, Shoaib Jameel, Xiaohao Cai, Yuhan Wang, Yunfei Long

arxiv:2504.02146 v1 · 2025-04-02 · cs.CL · 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{BE6GSDYNKGJXGD7D4TEZJ5DXPT}

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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

EmoPerso: Enhancing Personality Detection with Self-Supervised Emotion-Aware Modelling

Receipt and verification

First computed	2026-07-05T10:43:51.320562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

093c690f0d5193730fe3e4c994f4777ce7ffdcc3cd41c47d4cc7a8067046f9b7

Aliases

arxiv: 2504.02146 · arxiv_version: 2504.02146v1 · doi: 10.48550/arxiv.2504.02146 · pith_short_12: BE6GSDYNKGJX · pith_short_16: BE6GSDYNKGJXGD7D · pith_short_8: BE6GSDYN

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/BE6GSDYNKGJXGD7D4TEZJ5DXPT \
  | 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: 093c690f0d5193730fe3e4c994f4777ce7ffdcc3cd41c47d4cc7a8067046f9b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5975193f8999cc55fd5d642d306f246abf76c5d83cde0f45ffc45f1a5521cb12",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-02T21:46:30Z",
    "title_canon_sha256": "1dd5b32750b38e27a5eb4af380eefc0303a771a88436939b2e90191a9d37bd6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02146",
    "kind": "arxiv",
    "version": 1
  }
}