Pith Number

pith:GNBMAO37

pith:2025:GNBMAO37NEN4BP5OKF3VVR453J

not attested not anchored not stored refs pending

Retrieval Augmented Generation with Multi-Modal LLM Framework for Wireless Environments

Ahsan Bilal, John M. Cioffi, Muhammad Ahmed Mohsin, Sagnik Bhattacharya

arxiv:2503.07670 v1 · 2025-03-09 · cs.NI · eess.IV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GNBMAO37NEN4BP5OKF3VVR453J}

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.

Cited by

1 paper in Pith

GOBench: Benchmarking Geometric Optics Generation and Understanding of MLLMs

Receipt and verification

First computed	2026-07-05T10:28:41.212136Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3342c03b7f691bc0bfae51775ac79dda47ebaeb1640515e62d5061eb262808e2

Aliases

arxiv: 2503.07670 · arxiv_version: 2503.07670v1 · doi: 10.48550/arxiv.2503.07670 · pith_short_12: GNBMAO37NEN4 · pith_short_16: GNBMAO37NEN4BP5O · pith_short_8: GNBMAO37

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/GNBMAO37NEN4BP5OKF3VVR453J \
  | 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: 3342c03b7f691bc0bfae51775ac79dda47ebaeb1640515e62d5061eb262808e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6d4a26d6be0d44683659ef12d3f38c8b76a20e610b31dd9f2adf06f8fd24d0d",
    "cross_cats_sorted": [
      "eess.IV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2025-03-09T07:11:48Z",
    "title_canon_sha256": "85fe7af94caaa4766c413ac2fd729233e74b506f797267b1c8fa78e223daa6f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.07670",
    "kind": "arxiv",
    "version": 1
  }
}