Pith Number

pith:44T3NNES

pith:2026:44T3NNESDFRVU2EF2YASWWAOWP

not attested not anchored not stored refs pending

Lifelong In-Context Learning with Transformers Requires Parametric Forms of Attention

Luke McDermott, Rahul Parhi, Robert W. Heath Jr.

arxiv:2606.25342 v1 · 2026-06-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{44T3NNESDFRVU2EF2YASWWAOWP}

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	2026-06-25T01:18:02.616983Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e727b6b49219635a6885d6012b580eb3f82c4e4524b79975fb57a41796029510

Aliases

arxiv: 2606.25342 · arxiv_version: 2606.25342v1 · doi: 10.48550/arxiv.2606.25342 · pith_short_12: 44T3NNESDFRV · pith_short_16: 44T3NNESDFRVU2EF · pith_short_8: 44T3NNES

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/44T3NNESDFRVU2EF2YASWWAOWP \
  | 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: e727b6b49219635a6885d6012b580eb3f82c4e4524b79975fb57a41796029510

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3a3fa40ac44b884783862fe5de2031da89164c20da1e6e305ae575215dc11e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-24T03:14:20Z",
    "title_canon_sha256": "22312401cb5a0fe6822f6ec063e146c87ca881b0a3278005d3ed3f3f2f31f824"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25342",
    "kind": "arxiv",
    "version": 1
  }
}