Pith. sign in
Pith Number

pith:VL3JGUYP

pith:2022:VL3JGUYPPTQY7BMJSFWCHQRUUQ
not attested not anchored not stored refs pending

A Visual Analytics System for Improving Attention-based Traffic Forecasting Models

Cheonbok Park, Hyeshin Chu, Hyunwook Lee, Jaegul Choo, Seungmin Jin, Sungahn Ko, Yunwon Tae

arxiv:2208.04350 v2 · 2022-08-08 · cs.HC · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VL3JGUYPPTQY7BMJSFWCHQRUUQ}

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 2026-07-05T04:47:42.928643Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

aaf693530f7ce18f8589916c23c234a410b6d34037071c2ab232d6c39dabaebd

Aliases

arxiv: 2208.04350 · arxiv_version: 2208.04350v2 · doi: 10.48550/arxiv.2208.04350 · pith_short_12: VL3JGUYPPTQY · pith_short_16: VL3JGUYPPTQY7BMJ · pith_short_8: VL3JGUYP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VL3JGUYPPTQY7BMJSFWCHQRUUQ \
  | 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: aaf693530f7ce18f8589916c23c234a410b6d34037071c2ab232d6c39dabaebd
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d996e4de87d1b63a7b3078223d02c0e928d5cbf075d5ae8a390f57a7a3e7ca72",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2022-08-08T18:15:40Z",
    "title_canon_sha256": "805b2e1aefb0cd25849b6e9df2322007d33cf3e40a6c725d4a26a1e68de503a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.04350",
    "kind": "arxiv",
    "version": 2
  }
}