Pith Number

pith:DSNLA4UH

pith:2022:DSNLA4UHU7PWQN3ASXEY5WZDTG

not attested not anchored not stored refs pending

Streaming Traffic Flow Prediction Based on Continuous Reinforcement Learning

Jianan Wang, Lu Jiang, Minghao Yin, Minyu Liu, Yanan Xiao, Zichen Zhang

arxiv:2212.12767 v1 · 2022-12-24 · stat.ML · 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{DSNLA4UHU7PWQN3ASXEY5WZDTG}

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

1 paper in Pith

Combining Statistical Features and Deep Encodings for Rehearsal-Based Class-Incremental Time Series Classification

Receipt and verification

First computed	2026-07-05T05:28:13.050107Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1c9ab07287a7df68376095c98edb2399b2d4e70e7192cda72acb4da30c6f5942

Aliases

arxiv: 2212.12767 · arxiv_version: 2212.12767v1 · doi: 10.48550/arxiv.2212.12767 · pith_short_12: DSNLA4UHU7PW · pith_short_16: DSNLA4UHU7PWQN3A · pith_short_8: DSNLA4UH

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/DSNLA4UHU7PWQN3ASXEY5WZDTG \
  | 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: 1c9ab07287a7df68376095c98edb2399b2d4e70e7192cda72acb4da30c6f5942

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4f0da27a97774ffc099c16d872cf36f546d1f64a2ab4e20e99f537c609b010c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-12-24T16:34:10Z",
    "title_canon_sha256": "456022a32eb87f7551dbe51cc22f724d2309df96b86a23b31f9dbec13188e132"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12767",
    "kind": "arxiv",
    "version": 1
  }
}