Pith Number

pith:75ZQCHZC

pith:2023:75ZQCHZC6HYOUOVDJORL3NZLSF

not attested not anchored not stored refs pending

Lag-Llama: Towards Foundation Models for Probabilistic Time Series Forecasting

Alexandre Drouin, Anderson Schneider, Andrew Robert Williams, Arian Khorasani, Arjun Ashok, George Adamopoulos, Hena Ghonia, Irina Rish, Kashif Rasul, Marin Bilo\v{s}, Mohammad Javad Darvishi Bayazi, Nadhir Hassen, Nicolas Chapados, Rishika Bhagwatkar, Roland Riachi, Sahil Garg, Valentina Zantedeschi, Yuriy Nevmyvaka

arxiv:2310.08278 v3 · 2023-10-12 · 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{75ZQCHZC6HYOUOVDJORL3NZLSF}

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

19 papers in Pith

UC-Search: Risk-Aware Test-Time Search for Delayed Constrained Time-Series Control

Beyond Tokenization: Direct Timestep Embedding and Contrastive Alignment for Time-Series Question Answering

Zeus: Towards Tuning-Free Foundation Model for Time Series Analysis

Time Series Analysis in Machine Learning

TimeRouter: Efficient and Adaptive Routing of Time-Series Foundation Models

Receipt and verification

First computed	2026-07-05T07:42:42.293376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ff73011f22f1f0ea3aa34ba2bdb72b9162ea90f68d5dd8599973f6a4da5a7110

Aliases

arxiv: 2310.08278 · arxiv_version: 2310.08278v3 · doi: 10.48550/arxiv.2310.08278 · pith_short_12: 75ZQCHZC6HYO · pith_short_16: 75ZQCHZC6HYOUOVD · pith_short_8: 75ZQCHZC

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/75ZQCHZC6HYOUOVDJORL3NZLSF \
  | 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: ff73011f22f1f0ea3aa34ba2bdb72b9162ea90f68d5dd8599973f6a4da5a7110

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "037953cce71d08a3152d7e4249fccdd3269e4c10bb8d0912cc977c3dccf40e9b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-12T12:29:32Z",
    "title_canon_sha256": "158cb92560731bd5ef9ec796a06dc64ff1a2b5ba27b2ca00baa2f88dc5cc9797"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.08278",
    "kind": "arxiv",
    "version": 3
  }
}