Pith Number

pith:QI6BEBUI

pith:2025:QI6BEBUIUFVTTOSXHS2CJWVARY

not attested not anchored not stored refs pending

When Attention is Beneficial for Learning Wireless Resource Allocation Efficiently?

Chenyang Yang, Jia Guo

arxiv:2507.02427 v1 · 2025-07-03 · 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{QI6BEBUIUFVTTOSXHS2CJWVARY}

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	2026-07-05T11:31:17.999753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

823c120688a16b39ba573cb424daa08e3e924ee4d9fe29f1fc51121f969105f8

Aliases

arxiv: 2507.02427 · arxiv_version: 2507.02427v1 · doi: 10.48550/arxiv.2507.02427 · pith_short_12: QI6BEBUIUFVT · pith_short_16: QI6BEBUIUFVTTOSX · pith_short_8: QI6BEBUI

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/QI6BEBUIUFVTTOSXHS2CJWVARY \
  | 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: 823c120688a16b39ba573cb424daa08e3e924ee4d9fe29f1fc51121f969105f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4acc09f1b34ea95bc6132586b91a19ce163b0148edf13b3ebebe3617e7e9be8f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SP",
    "submitted_at": "2025-07-03T08:33:07Z",
    "title_canon_sha256": "686e21a4cebc19505675f511fcfee99fa8ed0d647c62fded9ce5d14f5f4bfe46"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02427",
    "kind": "arxiv",
    "version": 1
  }
}