Pith Number

pith:4XQ5VQJ2

pith:2024:4XQ5VQJ2DPVTYSKEXDNWPMJB2H

not attested not anchored not stored refs pending

TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models

Boyue Wang, Haiyang Yu, Shuai Liu, Yilong Ren, Yue Chen, Zhiyong Cui

arxiv:2403.02221 v2 · 2024-03-04 · 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{4XQ5VQJ2DPVTYSKEXDNWPMJB2H}

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.

Cited by

3 papers in Pith

Earth Science Foundation Models: From Perception to Reasoning and Discovery

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Earth Science Foundation Models: From Perception to Reasoning and Discovery

Receipt and verification

First computed	2026-07-05T09:25:22.973528Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5e1dac13a1beb3c4944b8db67b121d1c5fe2a61bbd75b91462c7b0cd3b2e289

Aliases

arxiv: 2403.02221 · arxiv_version: 2403.02221v2 · doi: 10.48550/arxiv.2403.02221 · pith_short_12: 4XQ5VQJ2DPVT · pith_short_16: 4XQ5VQJ2DPVTYSKE · pith_short_8: 4XQ5VQJ2

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/4XQ5VQJ2DPVTYSKEXDNWPMJB2H \
  | 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: e5e1dac13a1beb3c4944b8db67b121d1c5fe2a61bbd75b91462c7b0cd3b2e289

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f220bf5e0ea77e19c70150740d263b85783421ffb77a529063dbf8a36c493bd5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-04T17:08:57Z",
    "title_canon_sha256": "81092fec1120ff8f510342a6029504f20345eee803dbc21719a7aab19d103ee8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.02221",
    "kind": "arxiv",
    "version": 2
  }
}