Pith Number

pith:FZ4GX2M3

pith:2024:FZ4GX2M3AS5ZHDDTVCY4573XVY

not attested not anchored not stored refs pending

Less is More: Parameter-Efficient Selection of Intermediate Tasks for Transfer Learning

Alan Akbik, David Schulte, Felix Hamborg

arxiv:2410.15148 v1 · 2024-10-19 · cs.CL · 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{FZ4GX2M3AS5ZHDDTVCY4573XVY}

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	2026-07-05T09:22:51.021661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e786be99b04bb938c73a8b1ceff77ae246d2f5cbbded80ecd3abc839a3982c8

Aliases

arxiv: 2410.15148 · arxiv_version: 2410.15148v1 · doi: 10.48550/arxiv.2410.15148 · pith_short_12: FZ4GX2M3AS5Z · pith_short_16: FZ4GX2M3AS5ZHDDT · pith_short_8: FZ4GX2M3

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/FZ4GX2M3AS5ZHDDTVCY4573XVY \
  | 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: 2e786be99b04bb938c73a8b1ceff77ae246d2f5cbbded80ecd3abc839a3982c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f0e3d75ca0ec909860d1555e42719418abd56c49b602bc8fe690956f107ac08",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-19T16:22:04Z",
    "title_canon_sha256": "66167a72601a0b38a2e70ce3f2a5a6f7c62bbf181424633cb427832ab35be322"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15148",
    "kind": "arxiv",
    "version": 1
  }
}