Pith Number

pith:S3FYN5LB

pith:2024:S3FYN5LB7SY2VVUMLS6MLKOYLY

not attested not anchored not stored refs pending

Generalizing to any diverse distribution: uniformity, gentle finetuning and rebalancing

Andreas Loukas, Ed Wagstaff, Karolis Martinkus, Kyunghyun Cho

arxiv:2410.05980 v1 · 2024-10-08 · 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{S3FYN5LB7SY2VVUMLS6MLKOYLY}

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	2026-07-05T09:17:54.046356Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

96cb86f561fcb1aad68c5cbcc5a9d85e15ae05323dee136453ed2e5d000d5019

Aliases

arxiv: 2410.05980 · arxiv_version: 2410.05980v1 · doi: 10.48550/arxiv.2410.05980 · pith_short_12: S3FYN5LB7SY2 · pith_short_16: S3FYN5LB7SY2VVUM · pith_short_8: S3FYN5LB

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/S3FYN5LB7SY2VVUMLS6MLKOYLY \
  | 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: 96cb86f561fcb1aad68c5cbcc5a9d85e15ae05323dee136453ed2e5d000d5019

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f78714bc71ae420c39ce5d87c31d21cfa93c445b0716c44e1f5a5bebfa256795",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T12:26:48Z",
    "title_canon_sha256": "3fb95dba06c2f8bd2c3fc6a39515ec718a4b70d57cebc8924615aac7680fdf5a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05980",
    "kind": "arxiv",
    "version": 1
  }
}