Pith. sign in
Pith Number

pith:DGUWDZOR

pith:2024:DGUWDZORP6GUC7U6NUQ4ILF6Y3
not attested not anchored not stored refs pending

Exploring Public Attention in the Circular Economy through Topic Modelling with Twin Hyperparameter Optimisation

Bing Xu, Jin Xuan, Junhao Song, Kaiwen Chang, Wei Pang, Yingfang Yuan

arxiv:2405.10452 v2 · 2024-05-16 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{DGUWDZORP6GUC7U6NUQ4ILF6Y3}

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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.
Receipt and verification
First computed 2026-07-05T09:30:14.119527Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

19a961e5d17f8d417e9e6d21c42cbec6ddecfcfc26511699eeb6b69867de9509

Aliases

arxiv: 2405.10452 · arxiv_version: 2405.10452v2 · doi: 10.48550/arxiv.2405.10452 · pith_short_12: DGUWDZORP6GU · pith_short_16: DGUWDZORP6GUC7U6 · pith_short_8: DGUWDZOR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DGUWDZORP6GUC7U6NUQ4ILF6Y3 \
  | 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: 19a961e5d17f8d417e9e6d21c42cbec6ddecfcfc26511699eeb6b69867de9509
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "062a9f42fa583a0c5663fdc46a34d7b6d1c412dffd3f9e9a7109ca897e91feb7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-16T21:38:21Z",
    "title_canon_sha256": "55583f4284be4dfca37539e361d44e08f98130e998a9a98bc98f5731bf13fa57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.10452",
    "kind": "arxiv",
    "version": 2
  }
}