Pith Number

pith:OLYZCPHB

pith:2024:OLYZCPHBUNV3MQ2P5WOHU5I6CB

not attested not anchored not stored refs pending

Beyond LoRA: Exploring Efficient Fine-Tuning Techniques for Time Series Foundational Models

Anubhav Bhatti, Divij Gupta, Surajsinh Parmar

arxiv:2409.11302 v1 · 2024-09-17 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OLYZCPHBUNV3MQ2P5WOHU5I6CB}

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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

Forecasting Realized Volatility with Time Series Foundation Models: A Comparison with Econometric Benchmarks

Receipt and verification

First computed	2026-07-05T09:08:16.232753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

72f1913ce1a36bb6434fed9c7a751e1047675cfaae42e31edeed75a4ffba2f38

Aliases

arxiv: 2409.11302 · arxiv_version: 2409.11302v1 · doi: 10.48550/arxiv.2409.11302 · pith_short_12: OLYZCPHBUNV3 · pith_short_16: OLYZCPHBUNV3MQ2P · pith_short_8: OLYZCPHB

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/OLYZCPHBUNV3MQ2P5WOHU5I6CB \
  | 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: 72f1913ce1a36bb6434fed9c7a751e1047675cfaae42e31edeed75a4ffba2f38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b4f2956b07f31db5b380728bb62333803046fc99080dfaec4fe2697b83bcd91",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-17T15:57:54Z",
    "title_canon_sha256": "83c8113174b766d789076634154ffae25d06e9c5f476a1a32df123a78b275d77"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.11302",
    "kind": "arxiv",
    "version": 1
  }
}