Pith Number

pith:POM7N5XQ

pith:2024:POM7N5XQY573SQ4MWNN3UGNLZG

not attested not anchored not stored refs pending

UniTS: A Unified Multi-Task Time Series Model

Marinka Zitnik, Owen Queen, Shanghua Gao, Teddy Koker, Theodoros Tsiligkaridis, Thomas Hartvigsen

arxiv:2403.00131 v3 · 2024-02-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{POM7N5XQY573SQ4MWNN3UGNLZG}

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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

3 papers in Pith

Probabilistic Low-Voltage Peak Load Forecasting with Time Series Foundation Models Evaluated on Application-Oriented Metrics

Lost in the Non-convex Loss Landscape: How to Fine-tune the Large Time Series Model?

Universal Time-Series Representation Learning: A Survey

Receipt and verification

First computed	2026-07-05T09:40:16.385154Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b99f6f6f0c77fb9438cb35bba19abc9b59dbd4961fcd4281b0b487ab933ccb0

Aliases

arxiv: 2403.00131 · arxiv_version: 2403.00131v3 · doi: 10.48550/arxiv.2403.00131 · pith_short_12: POM7N5XQY573 · pith_short_16: POM7N5XQY573SQ4M · pith_short_8: POM7N5XQ

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/POM7N5XQY573SQ4MWNN3UGNLZG \
  | 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: 7b99f6f6f0c77fb9438cb35bba19abc9b59dbd4961fcd4281b0b487ab933ccb0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c085dae90c6f65443edc16863e9644276f127a6a14af080515c1987175c1fc3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-29T21:25:58Z",
    "title_canon_sha256": "952a22d59a2af684a597a6a07183960b972eb647c818f0553b2ebb6556f42701"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00131",
    "kind": "arxiv",
    "version": 3
  }
}