Pith Number

pith:IXN5GVFR

pith:2025:IXN5GVFRNCXDCFFN4FWJPIHDL6

not attested not anchored not stored refs pending

Episode-specific Fine-tuning for Metric-based Few-shot Learners with Optimization-based Training

Ga\"el Richard, Geoffroy Peeters, Xuanyu Zhuang

arxiv:2506.17499 v1 · 2025-06-20 · cs.LG · cs.MM · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IXN5GVFRNCXDCFFN4FWJPIHDL6}

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	2026-07-05T11:25:18.511928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45dbd354b168ae3114ade16c97a0e35f89b6d509d1b56ab47be415054bc5ce2d

Aliases

arxiv: 2506.17499 · arxiv_version: 2506.17499v1 · doi: 10.48550/arxiv.2506.17499 · pith_short_12: IXN5GVFRNCXD · pith_short_16: IXN5GVFRNCXDCFFN · pith_short_8: IXN5GVFR

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/IXN5GVFRNCXDCFFN4FWJPIHDL6 \
  | 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: 45dbd354b168ae3114ade16c97a0e35f89b6d509d1b56ab47be415054bc5ce2d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48ca09f4c0b76389d2835613d5b1b2044af87a322a078c3588a186f870e0bcdf",
    "cross_cats_sorted": [
      "cs.MM",
      "cs.SD"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-20T22:24:38Z",
    "title_canon_sha256": "eb305ceb74f4dd54dd537c3e8ae299282f94840c504dd70def198b8d1c44666f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17499",
    "kind": "arxiv",
    "version": 1
  }
}