Pith Number

pith:N54NDA4C

pith:2025:N54NDA4CYZONGOWSGME2M62SYB

not attested not anchored not stored refs pending

Machine Learning for Future Wireless Communications: Channel Prediction Perspectives

David J. Love, Hwanjin Kim, Junil Choi

arxiv:2502.18196 v1 · 2025-02-25 · cs.IT · eess.SP · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N54NDA4CYZONGOWSGME2M62SYB}

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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.

Cited by

1 paper in Pith

Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks

Receipt and verification

First computed	2026-07-05T10:19:50.382243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6f78d18382c65cd33ad23309a67b52c06ef7078833aa4baf705d89fe2ddb2818

Aliases

arxiv: 2502.18196 · arxiv_version: 2502.18196v1 · doi: 10.48550/arxiv.2502.18196 · pith_short_12: N54NDA4CYZON · pith_short_16: N54NDA4CYZONGOWS · pith_short_8: N54NDA4C

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/N54NDA4CYZONGOWSGME2M62SYB \
  | 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: 6f78d18382c65cd33ad23309a67b52c06ef7078833aa4baf705d89fe2ddb2818

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d624b129d744b8667a8bef70c6ecf0c372717d945867723502f72cf612497c2f",
    "cross_cats_sorted": [
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-02-25T13:37:20Z",
    "title_canon_sha256": "a9d189e4a9a634d42ac4d986e0240ebb8af86a0804f96d9b26c5e098b9f1106e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18196",
    "kind": "arxiv",
    "version": 1
  }
}