Pith Number

pith:R6ATLJQW

pith:2024:R6ATLJQWY44V3OUELGK74NEX3K

not attested not anchored not stored refs pending

STLLM-DF: A Spatial-Temporal Large Language Model with Diffusion for Enhanced Multi-Mode Traffic System Forecasting

Haohui Lu, Haoning Xi, Junbin Gao, Michael G.H. Bell, Ze Wang, Zhiqi Shao

arxiv:2409.05921 v1 · 2024-09-08 · cs.LG · cs.AI

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

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\usepackage{pith}
\pithnumber{R6ATLJQWY44V3OUELGK74NEX3K}

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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

STPFormer: A State-of-the-Art Pattern-Aware Spatio-Temporal Transformer for Traffic Forecasting

Receipt and verification

First computed	2026-07-05T09:04:59.662836Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f8135a616c7395dba845995fe3497da856da0fec8dfa5a46587ce674122dfec

Aliases

arxiv: 2409.05921 · arxiv_version: 2409.05921v1 · doi: 10.48550/arxiv.2409.05921 · pith_short_12: R6ATLJQWY44V · pith_short_16: R6ATLJQWY44V3OUE · pith_short_8: R6ATLJQW

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/R6ATLJQWY44V3OUELGK74NEX3K \
  | 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: 8f8135a616c7395dba845995fe3497da856da0fec8dfa5a46587ce674122dfec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88d8a441a39c5a9f1c47c4c36467d023017968e794580de12ebd6540b2958ffe",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-08T15:29:27Z",
    "title_canon_sha256": "d975f7f0c6c50a66c057360027d94e4fb8bff2535789a4ce23b47f7e2ff46d7f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.05921",
    "kind": "arxiv",
    "version": 1
  }
}