Pith Number

pith:PLMVDMWL

pith:2025:PLMVDMWLAB2NCAJRQEJKPVNCTB

not attested not anchored not stored refs pending

Rethinking Traffic Flow Forecasting: From Transition to Generatation

Chen Haiyue, He Huajun, Li Shijiao, Ma Zhipeng

arxiv:2504.14248 v1 · 2025-04-19 · cs.AI · 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{PLMVDMWLAB2NCAJRQEJKPVNCTB}

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	2026-07-05T10:51:40.603327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ad951b2cb0074d101318112a7d5a2985031a9f58942f23d05fad0f0ee37923d

Aliases

arxiv: 2504.14248 · arxiv_version: 2504.14248v1 · doi: 10.48550/arxiv.2504.14248 · pith_short_12: PLMVDMWLAB2N · pith_short_16: PLMVDMWLAB2NCAJR · pith_short_8: PLMVDMWL

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/PLMVDMWLAB2NCAJRQEJKPVNCTB \
  | 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: 7ad951b2cb0074d101318112a7d5a2985031a9f58942f23d05fad0f0ee37923d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "709d82f8b0b44b646cee8f7648de672b8edd8fd2f9cfb23714f5ba865b3b3e19",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-19T09:52:39Z",
    "title_canon_sha256": "1c0ac37eb88fe7fb4fd55707581daf272c05fc8d4e560db5f73a70edb9562743"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.14248",
    "kind": "arxiv",
    "version": 1
  }
}