Pith Number

pith:ULMJ2GCF

pith:2023:ULMJ2GCFEG7VXDXELQ3LZC47MC

not attested not anchored not stored refs pending

TACTiS-2: Better, Faster, Simpler Attentional Copulas for Multivariate Time Series

Alexandre Drouin, Arjun Ashok, \'Etienne Marcotte, Nicolas Chapados, Valentina Zantedeschi

arxiv:2310.01327 v2 · 2023-10-02 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ULMJ2GCFEG7VXDXELQ3LZC47MC}

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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

Navigating the Safety-Fidelity Trade-off: Massive-Variate Time Series Forecasting for Power Systems via Probabilistic Scenarios

Receipt and verification

First computed	2026-07-05T07:59:53.882981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2d89d184521bf5b8ee45c36bc8b9f60b9e283a16aae405975a81379877aa0a0

Aliases

arxiv: 2310.01327 · arxiv_version: 2310.01327v2 · doi: 10.48550/arxiv.2310.01327 · pith_short_12: ULMJ2GCFEG7V · pith_short_16: ULMJ2GCFEG7VXDXE · pith_short_8: ULMJ2GCF

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/ULMJ2GCFEG7VXDXELQ3LZC47MC \
  | 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: a2d89d184521bf5b8ee45c36bc8b9f60b9e283a16aae405975a81379877aa0a0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e78d5743bcd896495a356881af9d11bd736c8a5ebe69228a2c377f1546a15f58",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T16:45:19Z",
    "title_canon_sha256": "ed3e0c5d83bee83b859357aa2b54032fc06b95f3ccb275f0e62d45bc200091f0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01327",
    "kind": "arxiv",
    "version": 2
  }
}