Pith Number

pith:AET6447F

pith:2025:AET6447FGBKWF6AQ34DIIUUISS

not attested not anchored not stored refs pending

ON-Traffic: An Operator Learning Framework for Online Traffic Flow Estimation and Uncertainty Quantification from Lagrangian Sensors

Amritam Das, Jake Rap

arxiv:2503.14053 v1 · 2025-03-18 · cs.LG · cs.AI · cs.SY · eess.SY

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\usepackage{pith}
\pithnumber{AET6447FGBKWF6AQ34DIIUUISS}

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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

DETNO: A Diffusion-Enhanced Transformer Neural Operator for Long-Term Traffic Forecasting

Receipt and verification

First computed	2026-07-05T10:33:53.986009Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0127ee73e5305562f810df0684528894bb9283ef2086e5aa4092019b8b040240

Aliases

arxiv: 2503.14053 · arxiv_version: 2503.14053v1 · doi: 10.48550/arxiv.2503.14053 · pith_short_12: AET6447FGBKW · pith_short_16: AET6447FGBKWF6AQ · pith_short_8: AET6447F

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/AET6447FGBKWF6AQ34DIIUUISS \
  | 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: 0127ee73e5305562f810df0684528894bb9283ef2086e5aa4092019b8b040240

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54fd43f8c1ae6f1fe4c68dcedee0603c90a7b0d86b5f157e9d7e3ebfcb395ccf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-18T09:13:24Z",
    "title_canon_sha256": "cfa57ecc72299c8b0d673d304e5591fe2e32c0831ffcb357c566b1ae44e3db9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.14053",
    "kind": "arxiv",
    "version": 1
  }
}