Pith Number

pith:EBO72R5M

pith:2023:EBO72R5MNCN4UAT5CYYF7P5FLA

not attested not anchored not stored refs pending

Dynamic Ensemble of Low-fidelity Experts: Mitigating NAS "Cold-Start"

Binxin Ru, Chen Chen, Enshu Liu, Jiajin Zhang, Junbo Zhao, Qingmin Liao, Tianchen Zhao, Xuefei Ning, Yu Wang, Zixuan Zhou

arxiv:2302.00932 v1 · 2023-02-02 · 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{EBO72R5MNCN4UAT5CYYF7P5FLA}

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	2026-07-05T05:38:14.078360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

205dfd47ac689bca027d16305fbfa5583758d8d69ce9b01a0924b11abe374b64

Aliases

arxiv: 2302.00932 · arxiv_version: 2302.00932v1 · doi: 10.48550/arxiv.2302.00932 · pith_short_12: EBO72R5MNCN4 · pith_short_16: EBO72R5MNCN4UAT5 · pith_short_8: EBO72R5M

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/EBO72R5MNCN4UAT5CYYF7P5FLA \
  | 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: 205dfd47ac689bca027d16305fbfa5583758d8d69ce9b01a0924b11abe374b64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d2ad03c423c591afb413e43bab23e657ffcd0fc8cd6facb8736eff6669b4dc0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-02T08:22:35Z",
    "title_canon_sha256": "a1da54b690ae5cc40553be57e0b4fd4d273ecc777e97ddccb0256e3e5c8ffea3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.00932",
    "kind": "arxiv",
    "version": 1
  }
}