Pith Number

pith:GSSOB4KJ

pith:2023:GSSOB4KJRZ2DP7R5ECMCYX6NP5

not attested not anchored not stored refs pending

Causal conditional hidden Markov model for multimodal traffic prediction

Junting Liu, Mulan Wang, Pan Deng, Xiaofeng Jia, Yu Zhao

arxiv:2301.08249 v1 · 2023-01-19 · 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{GSSOB4KJRZ2DP7R5ECMCYX6NP5}

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	2026-07-05T05:34:24.137715Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34a4e0f1498e7437fe3d20982c5fcd7f62b03e35d943e047da5671d91197c4d7

Aliases

arxiv: 2301.08249 · arxiv_version: 2301.08249v1 · doi: 10.48550/arxiv.2301.08249 · pith_short_12: GSSOB4KJRZ2D · pith_short_16: GSSOB4KJRZ2DP7R5 · pith_short_8: GSSOB4KJ

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/GSSOB4KJRZ2DP7R5ECMCYX6NP5 \
  | 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: 34a4e0f1498e7437fe3d20982c5fcd7f62b03e35d943e047da5671d91197c4d7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb1c0cece6a48ff09aac2b1e236e0cdcec0504fdb9d9e47ca3d7f05a02711790",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-19T01:56:43Z",
    "title_canon_sha256": "ae17eaa4f03b31e4a0bda3b0d08fa3532d8110748c6c3661d02cb7c56e861ecd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.08249",
    "kind": "arxiv",
    "version": 1
  }
}