Pith Number

pith:C6GKUYVC

pith:2024:C6GKUYVCTSB53KKTWUXPNNERYG

not attested not anchored not stored refs pending

Distributional Associations vs In-Context Reasoning: A Study of Feed-forward and Attention Layers

Alberto Bietti, Joan Bruna, Lei Chen

arxiv:2406.03068 v2 · 2024-06-05 · cs.LG · cs.AI · cs.CL · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{C6GKUYVCTSB53KKTWUXPNNERYG}

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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

3 papers in Pith

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HTMuon: Improving Muon via Heavy-Tailed Spectral Correction

Hessian-Enhanced Token Attribution (HETA): Interpreting Autoregressive LLMs

Receipt and verification

First computed	2026-07-05T10:26:04.288225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

178caa62a29c83dda953b52ef6b491c1b8528e250fc5a38b747fd85c03534ae3

Aliases

arxiv: 2406.03068 · arxiv_version: 2406.03068v2 · doi: 10.48550/arxiv.2406.03068 · pith_short_12: C6GKUYVCTSB5 · pith_short_16: C6GKUYVCTSB53KKT · pith_short_8: C6GKUYVC

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/C6GKUYVCTSB53KKTWUXPNNERYG \
  | 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: 178caa62a29c83dda953b52ef6b491c1b8528e250fc5a38b747fd85c03534ae3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "257a602cc6dcd0a8feb64ad01657bf269f58c280f525adf08613bc12a14ee949",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-05T08:51:08Z",
    "title_canon_sha256": "70ac26097f2201affb610fa4a0430694a279732cb86c00964298a2f906288438"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03068",
    "kind": "arxiv",
    "version": 2
  }
}