Pith Number

pith:RWKSKYMG

pith:2023:RWKSKYMGRR2KPWZHKCRIIAOFQB

not attested not anchored not stored refs pending

Enhancing Traffic Flow Prediction using Outlier-Weighted AutoEncoders: Handling Real-Time Changes

Himanshu Choudhary, Marwan Hassani

arxiv:2312.16596 v1 · 2023-12-27 · 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{RWKSKYMGRR2KPWZHKCRIIAOFQB}

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

STGAtt: A Spatial-Temporal Unified Graph Attention Network for Traffic Flow Forecasting

Receipt and verification

First computed	2026-07-05T07:28:19.562958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d952561868c74a7db2750a28401c58076f6ebd2951ad00ae76588c54fadf5e5

Aliases

arxiv: 2312.16596 · arxiv_version: 2312.16596v1 · doi: 10.48550/arxiv.2312.16596 · pith_short_12: RWKSKYMGRR2K · pith_short_16: RWKSKYMGRR2KPWZH · pith_short_8: RWKSKYMG

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/RWKSKYMGRR2KPWZHKCRIIAOFQB \
  | 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: 8d952561868c74a7db2750a28401c58076f6ebd2951ad00ae76588c54fadf5e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9def9a1a7bf65ad9b4c7965917e09ef7bc0ba816b7ac0a0790dcd6b7f196b8f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-27T14:44:58Z",
    "title_canon_sha256": "c2e923815655cf3b629ef1a40662659434af1b2f8358643e20fc5f951e70d5b2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.16596",
    "kind": "arxiv",
    "version": 1
  }
}