Pith Number

pith:Q5L7D3MH

pith:2024:Q5L7D3MHPVQUSMO2JPCNVFFQAT

not attested not anchored not stored refs pending

Large Language Model-Driven Curriculum Design for Mobile Networks

De Mi, Nouf Alabbasi, Omar Alhussein, Omar Erak, Sami Muhaidat, Shimaa Naser

arxiv:2405.18039 v2 · 2024-05-28 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q5L7D3MHPVQUSMO2JPCNVFFQAT}

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	2026-07-05T09:28:31.384251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8757f1ed877d614931da4bc4da94b004f2e65589fcd9427dd57036feabf4c0c8

Aliases

arxiv: 2405.18039 · arxiv_version: 2405.18039v2 · doi: 10.48550/arxiv.2405.18039 · pith_short_12: Q5L7D3MHPVQU · pith_short_16: Q5L7D3MHPVQUSMO2 · pith_short_8: Q5L7D3MH

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/Q5L7D3MHPVQUSMO2JPCNVFFQAT \
  | 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: 8757f1ed877d614931da4bc4da94b004f2e65589fcd9427dd57036feabf4c0c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f91b50b2e9324b9899838f864928b7e73a8b10207872dd36d2f33401690267a",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-28T10:50:35Z",
    "title_canon_sha256": "bc5211ea5c92e56d1c79756aaee7dcd6574449c660d1b1a948574f77f81e142c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.18039",
    "kind": "arxiv",
    "version": 2
  }
}