Pith Number

pith:EK4NJR3K

pith:2024:EK4NJR3KKLFZXYRFTA7VB6O3PW

not attested not anchored not stored refs pending

Associative memory inspires improvements for in-context learning using a novel attention residual stream architecture

Christopher J Earls, Thomas F Burns, Tomoki Fukai

arxiv:2412.15113 v2 · 2024-12-19 · cs.NE · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EK4NJR3KKLFZXYRFTA7VB6O3PW}

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	2026-07-05T11:47:59.180350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

22b8d4c76a52cb9be225983f50f9db7db0b324701032cdb64adfe3518332412e

Aliases

arxiv: 2412.15113 · arxiv_version: 2412.15113v2 · doi: 10.48550/arxiv.2412.15113 · pith_short_12: EK4NJR3KKLFZ · pith_short_16: EK4NJR3KKLFZXYRF · pith_short_8: EK4NJR3K

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/EK4NJR3KKLFZXYRFTA7VB6O3PW \
  | 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: 22b8d4c76a52cb9be225983f50f9db7db0b324701032cdb64adfe3518332412e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69cfb072546cd3f28f03f6630abb2cfbb095999dda2f0668cc791e1095a2f483",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2024-12-19T17:55:42Z",
    "title_canon_sha256": "2deab1223ca0b9d0c82d5bc75ebc0a6c6e7c0c26639dbe820483e26315c2b690"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15113",
    "kind": "arxiv",
    "version": 2
  }
}