Pith Number

pith:3RLU6WCS

pith:2022:3RLU6WCSTTRXIHTTAJP6FYWPFR

not attested not anchored not stored refs pending

A Review of Machine Learning-based Failure Management in Optical Networks

Alan Pak Tao Lau, Chunyu Zhang, Danshi Wang, Hui Yang, Min Zhang, Wenbin Chen

arxiv:2208.10677 v1 · 2022-08-23 · cs.NI · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3RLU6WCSTTRXIHTTAJP6FYWPFR}

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	2026-07-05T04:50:38.421654Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc574f58529ce3741e73025fe2e2cf2c7184bd9d976992494cb044b1d0add6c3

Aliases

arxiv: 2208.10677 · arxiv_version: 2208.10677v1 · doi: 10.48550/arxiv.2208.10677 · pith_short_12: 3RLU6WCSTTRX · pith_short_16: 3RLU6WCSTTRXIHTT · pith_short_8: 3RLU6WCS

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/3RLU6WCSTTRXIHTTAJP6FYWPFR \
  | 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: dc574f58529ce3741e73025fe2e2cf2c7184bd9d976992494cb044b1d0add6c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ff4c5a40a7185e7a23477b33e5c01879598509df96ad245b394f2e4801fe2bd",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2022-08-23T01:55:52Z",
    "title_canon_sha256": "d2c855b05e3c5a3589c58b296215ad26de237d43d9881ead0e4412fc434e6c6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10677",
    "kind": "arxiv",
    "version": 1
  }
}