Pith Number

pith:DUIGESUR

pith:2025:DUIGESURPRSKUJVXS4GUNBQ4UF

not attested not anchored not stored refs pending

Environment-Aware Channel Inference via Cross-Modal Flow: From Multimodal Sensing to Wireless Channels

Dongzhu Liu, Guangming Liang, Lajos Hanzo, Mingjie Yang, Paul Henderson

arxiv:2512.04966 v2 · 2025-12-04 · cs.IT · cs.LG · eess.SP · math.IT

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\usepackage{pith}
\pithnumber{DUIGESURPRSKUJVXS4GUNBQ4UF}

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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

Null-Space Flow Matching for MIMO Channel Estimation in Latency-Constrained Systems

Receipt and verification

First computed	2026-07-24T00:23:06.338225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d10624a917c64aa26b7970d46861ca168e289adf5dc791756c6d3a84a382cf1

Aliases

arxiv: 2512.04966 · arxiv_version: 2512.04966v2 · doi: 10.48550/arxiv.2512.04966 · pith_short_12: DUIGESURPRSK · pith_short_16: DUIGESURPRSKUJVX · pith_short_8: DUIGESUR

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/DUIGESURPRSKUJVXS4GUNBQ4UF \
  | 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: 1d10624a917c64aa26b7970d46861ca168e289adf5dc791756c6d3a84a382cf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7145a95156105e101a5e6de86815331bbad2c0b66d424cad075855c42211413b",
    "cross_cats_sorted": [
      "cs.LG",
      "eess.SP",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2025-12-04T16:35:09Z",
    "title_canon_sha256": "7f6f9f1f7a226ae8e0f2b46fa44cd527fec3cfb0249f626a8e1de043a3132c02"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.04966",
    "kind": "arxiv",
    "version": 2
  }
}