Pith Number

pith:HMNMX6EH

pith:2025:HMNMX6EH2USUDCNYZWJSB5ZWTM

not attested not anchored not stored refs pending

Multi-Label Transfer Learning in Non-Stationary Data Streams

Aonghus Lawlor, Honghui Du, Huiyu Zhou, Leandro Minku

arxiv:2509.08181 v1 · 2025-09-09 · 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{HMNMX6EH2USUDCNYZWJSB5ZWTM}

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.

Receipt and verification

First computed	2026-07-05T12:08:24.488211Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b1acbf887d5254189b8cd9320f7369b24c8dc422836e47cdaa1d6fe5db449be

Aliases

arxiv: 2509.08181 · arxiv_version: 2509.08181v1 · doi: 10.48550/arxiv.2509.08181 · pith_short_12: HMNMX6EH2USU · pith_short_16: HMNMX6EH2USUDCNY · pith_short_8: HMNMX6EH

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/HMNMX6EH2USUDCNYZWJSB5ZWTM \
  | 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: 3b1acbf887d5254189b8cd9320f7369b24c8dc422836e47cdaa1d6fe5db449be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30dac5e5108ab141db3497fe1a99f2396349cd9c6f87a61d366e24bf1960f651",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-09T23:01:20Z",
    "title_canon_sha256": "24cf19483786b28d1010795f42e03ce5e4bd2d62e45829896a67984ae17ad347"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.08181",
    "kind": "arxiv",
    "version": 1
  }
}