Pith Number

pith:TSJVFVAI

pith:2022:TSJVFVAIYEXU5ME2LW3RJ4XPJN

not attested not anchored not stored refs pending

Learning from Data Streams: An Overview and Update

Indr\.e \v{Z}liobait\.e, Jesse Read

arxiv:2212.14720 v3 · 2022-12-30 · 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{TSJVFVAIYEXU5ME2LW3RJ4XPJN}

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

Multi-Label Transfer Learning in Non-Stationary Data Streams

Receipt and verification

First computed	2026-07-05T12:05:56.517107Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c9352d408c12f4eb09a5db714f2ef4b6edfaf4d3de9412c7c478081c2fb9805

Aliases

arxiv: 2212.14720 · arxiv_version: 2212.14720v3 · doi: 10.48550/arxiv.2212.14720 · pith_short_12: TSJVFVAIYEXU · pith_short_16: TSJVFVAIYEXU5ME2 · pith_short_8: TSJVFVAI

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/TSJVFVAIYEXU5ME2LW3RJ4XPJN \
  | 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: 9c9352d408c12f4eb09a5db714f2ef4b6edfaf4d3de9412c7c478081c2fb9805

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "726328e9813ba850151336217c57f8469d6e450f560e6b26c6e19a8a2a338f7e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-30T14:01:41Z",
    "title_canon_sha256": "ab105451df17f9e0c256f561554f509a1b1f18726eda13be385d94d95160fd8c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14720",
    "kind": "arxiv",
    "version": 3
  }
}