Pith Number

pith:MN4LMJQC

pith:2023:MN4LMJQCOYP4DJCPTRR2ALKRCF

not attested not anchored not stored refs pending

In-Context Learning for MIMO Equalization Using Transformer-Based Sequence Models

Kai Yu, Matteo Zecchin, Osvaldo Simeone

arxiv:2311.06101 v2 · 2023-11-10 · cs.IT · cs.AI · cs.LG · 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{MN4LMJQCOYP4DJCPTRR2ALKRCF}

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	2026-07-05T07:36:04.500199Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6378b62602761fc1a44f9c63a02d511172faa9e0215f67df827ccdbe60c4cc92

Aliases

arxiv: 2311.06101 · arxiv_version: 2311.06101v2 · doi: 10.48550/arxiv.2311.06101 · pith_short_12: MN4LMJQCOYP4 · pith_short_16: MN4LMJQCOYP4DJCP · pith_short_8: MN4LMJQC

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/MN4LMJQCOYP4DJCPTRR2ALKRCF \
  | 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: 6378b62602761fc1a44f9c63a02d511172faa9e0215f67df827ccdbe60c4cc92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ac8c36059cc7df3e00000c3a276a31e38d405a3e18fb2bc0fa918c4083f05c2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2023-11-10T15:09:04Z",
    "title_canon_sha256": "27269971900797034f57732860e2147af7c6034978fc9c1134b2a7960c9dd317"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.06101",
    "kind": "arxiv",
    "version": 2
  }
}