Pith Number

pith:3NTWDWT3

pith:2023:3NTWDWT3NWUD536ZSVMRG66ALQ

not attested not anchored not stored refs pending

Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues

Amal Feriani, Amine Mezghani, Ekram Hossain, Faouzi Bellili, Mohamed Akrout

arxiv:2303.08106 v1 · 2023-03-13 · 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{3NTWDWT3NWUD536ZSVMRG66ALQ}

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	2026-07-05T05:51:14.895288Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db6761da7b6da83eefd99559137bc05c0b7174497f0c850efef4fc1bf16dd3ad

Aliases

arxiv: 2303.08106 · arxiv_version: 2303.08106v1 · doi: 10.48550/arxiv.2303.08106 · pith_short_12: 3NTWDWT3NWUD · pith_short_16: 3NTWDWT3NWUD536Z · pith_short_8: 3NTWDWT3

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/3NTWDWT3NWUD536ZSVMRG66ALQ \
  | 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: db6761da7b6da83eefd99559137bc05c0b7174497f0c850efef4fc1bf16dd3ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18f5c5aa8ae5e7ccfad4c2bc9009121006e3fc124e6db7e8d4c9380dcb5e7e76",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-13T15:52:30Z",
    "title_canon_sha256": "77c710f9cae2d498c0d1a92680d7a612ee6857db8ec132199497cdfee87a6be6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08106",
    "kind": "arxiv",
    "version": 1
  }
}