Pith Number

pith:7FCYEEFR

pith:2025:7FCYEEFRHMGFRQGWWTNLRF6TKJ

not attested not anchored not stored refs pending

Semantic Communication meets System 2 ML: How Abstraction, Compositionality and Emergent Languages Shape Intelligence

Mehdi Bennis, Salem Lahlou

arxiv:2505.20964 v1 · 2025-05-27 · cs.LG · cs.IT · 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{7FCYEEFRHMGFRQGWWTNLRF6TKJ}

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

Distributed Electromagnetic Neural Networks for Task-Oriented Semantic Communications

Receipt and verification

First computed	2026-07-05T11:10:21.668721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9458210b13b0c58c0d6b4dab897d3526a7e19306e421ea82a12c0dfa4ac9399

Aliases

arxiv: 2505.20964 · arxiv_version: 2505.20964v1 · doi: 10.48550/arxiv.2505.20964 · pith_short_12: 7FCYEEFRHMGF · pith_short_16: 7FCYEEFRHMGFRQGW · pith_short_8: 7FCYEEFR

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/7FCYEEFRHMGFRQGWWTNLRF6TKJ \
  | 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: f9458210b13b0c58c0d6b4dab897d3526a7e19306e421ea82a12c0dfa4ac9399

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a784fbfef9b0372905a145d5f94cc2964f9259d6c6a4bcd06780e4e513a58308",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-27T09:57:12Z",
    "title_canon_sha256": "76c9e2e8b3a2fbcb06559f8972d8d3ba45af91fe37599b3352f17a0672784c96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.20964",
    "kind": "arxiv",
    "version": 1
  }
}