Pith Number

pith:PL7PLH5H

pith:2024:PL7PLH5HHZRR56TTMGISQHBKJU

not attested not anchored not stored refs pending

FLOPS: Forward Learning with OPtimal Sampling

Guanghao Li, Jinyang Jiang, Mingqian Feng, Tao Ren, Yijie Peng, Zeliang Zhang, Zishi Zhang

arxiv:2410.05966 v3 · 2024-10-08 · 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{PL7PLH5HHZRR56TTMGISQHBKJU}

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	2026-07-05T10:26:40.541702Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7afef59fa73e631efa736191281c2a4d070d2c9db6494822cd6dbef708f05040

Aliases

arxiv: 2410.05966 · arxiv_version: 2410.05966v3 · doi: 10.48550/arxiv.2410.05966 · pith_short_12: PL7PLH5HHZRR · pith_short_16: PL7PLH5HHZRR56TT · pith_short_8: PL7PLH5H

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/PL7PLH5HHZRR56TTMGISQHBKJU \
  | 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: 7afef59fa73e631efa736191281c2a4d070d2c9db6494822cd6dbef708f05040

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1edcf4218aad28bfe529e50e86e92440388e846854e438350e591f4f652228ca",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-08T12:16:12Z",
    "title_canon_sha256": "a1e284830248c4351b5a763053c4d8ec89063cb9159afa4e3717cd4b6bc82512"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05966",
    "kind": "arxiv",
    "version": 3
  }
}