Pith Number

pith:T6V25GBH

pith:2020:T6V25GBHCVQ2Y2APISDYPCE5V4

not attested not anchored not stored refs pending

MQTransformer: Multi-Horizon Forecasts with Context Dependent and Feedback-Aware Attention

Carson Eisenach, Dhruv Madeka, Yagna Patel

arxiv:2009.14799 v4 · 2020-09-30 · cs.LG · 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{T6V25GBHCVQ2Y2APISDYPCE5V4}

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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

CVaR-Guided Decision-Focused Learning and Risk-Triggered Re-Optimization for Two-Stage Robust Microgrid Operation

Receipt and verification

First computed	2026-07-05T03:51:53.728126Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fabae98271561ac680f448787889daf28663538432cd65eb51228b0fee807a2

Aliases

arxiv: 2009.14799 · arxiv_version: 2009.14799v4 · doi: 10.48550/arxiv.2009.14799 · pith_short_12: T6V25GBHCVQ2 · pith_short_16: T6V25GBHCVQ2Y2AP · pith_short_8: T6V25GBH

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/T6V25GBHCVQ2Y2APISDYPCE5V4 \
  | 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: 9fabae98271561ac680f448787889daf28663538432cd65eb51228b0fee807a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f70b3a9fc613ce9b1e58e1a1de2cd7cbd767814fb3841767b0c45efe60337fc",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-30T17:12:46Z",
    "title_canon_sha256": "8624991294de162de097d4d3f9a345e3f292b872c09689b89b1bb3252c769679"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.14799",
    "kind": "arxiv",
    "version": 4
  }
}