Pith Number

pith:2ZHJJP7T

pith:2024:2ZHJJP7TCIYAH5MDOJE4KVIJP7

not attested not anchored not stored refs pending

Unleashing the Power of Meta-tuning for Few-shot Generalization Through Sparse Interpolated Experts

Jihoon Tack, Jonathan Richard Schwarz, Shengzhuang Chen, Yee Whye Teh, Ying Wei, Yunqiao Yang

arxiv:2403.08477 v3 · 2024-03-13 · cs.CV · 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{2ZHJJP7TCIYAH5MDOJE4KVIJP7}

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

Automatic Expert Discovery in LLM Upcycling via Sparse Interpolated Mixture-of-Experts

Receipt and verification

First computed	2026-07-05T08:38:37.099193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d64e94bff3123003f5837249c555097fc07a89607d9db8e71f5caaf3e39ae59c

Aliases

arxiv: 2403.08477 · arxiv_version: 2403.08477v3 · doi: 10.48550/arxiv.2403.08477 · pith_short_12: 2ZHJJP7TCIYA · pith_short_16: 2ZHJJP7TCIYAH5MD · pith_short_8: 2ZHJJP7T

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/2ZHJJP7TCIYAH5MDOJE4KVIJP7 \
  | 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: d64e94bff3123003f5837249c555097fc07a89607d9db8e71f5caaf3e39ae59c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88050d4bcbfdc985f4a0a756031dd25088d985986f558d710db8393bd76b3b9f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-03-13T12:46:03Z",
    "title_canon_sha256": "6d2874d5cc171fc3351910538b4eed4b1e6183e4d81d9a6cd5b2cbbdd410f35e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.08477",
    "kind": "arxiv",
    "version": 3
  }
}