Pith Number

pith:L3APIF3C

pith:2021:L3APIF3CAPVTVVDDP6ONTCD43P

not attested not anchored not stored refs pending

A Meta-learning Approach to Reservoir Computing: Time Series Prediction with Limited Data

Andrew Pomerance, Daniel Canaday, Michelle Girvan

arxiv:2110.03722 v1 · 2021-10-07 · 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{L3APIF3CAPVTVVDDP6ONTCD43P}

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

1 paper in Pith

Tailored Forecasting from Short Time Series via Meta-learning

Receipt and verification

First computed	2026-07-05T03:20:46.617301Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ec0f4176203eb3ad4637f9cd9887cdbf05b6d07b86157b51fb13e20a449110c

Aliases

arxiv: 2110.03722 · arxiv_version: 2110.03722v1 · doi: 10.48550/arxiv.2110.03722 · pith_short_12: L3APIF3CAPVT · pith_short_16: L3APIF3CAPVTVVDD · pith_short_8: L3APIF3C

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/L3APIF3CAPVTVVDDP6ONTCD43P \
  | 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: 5ec0f4176203eb3ad4637f9cd9887cdbf05b6d07b86157b51fb13e20a449110c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c69cf3de48270316f49ecb35bac94fe4a0f305ae257f906016506f43819c0c6a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-07T18:23:14Z",
    "title_canon_sha256": "e3950dc56fc4bea792211da46a4bc3baf3aeeb06cf4814acf24cc47b5e7a221a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.03722",
    "kind": "arxiv",
    "version": 1
  }
}