Pith Number

pith:TH4KK6IL

pith:2024:TH4KK6ILYCFSXQNAAML3RKTW6Q

not attested not anchored not stored refs pending

TokenFormer: Rethinking Transformer Scaling with Tokenized Model Parameters

Bernt Schiele, Federico Tombari, Haiyang Wang, Jan Eric Lenssen, Liwei Wang, Muhammad Ferjad Naeem, Yongqin Xian, Yue Fan

arxiv:2410.23168 v2 · 2024-10-30 · 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{TH4KK6ILYCFSXQNAAML3RKTW6Q}

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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

1 paper in Pith

Nexusformer: Nonlinear Attention Expansion for Stable and Inheritable Transformer Scaling

Receipt and verification

First computed	2026-07-05T10:37:36.355875Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99f8a5790bc08b2bc1a00317b8aa76f42bbbde87571011c36a6d57706553892a

Aliases

arxiv: 2410.23168 · arxiv_version: 2410.23168v2 · doi: 10.48550/arxiv.2410.23168 · pith_short_12: TH4KK6ILYCFS · pith_short_16: TH4KK6ILYCFSXQNA · pith_short_8: TH4KK6IL

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/TH4KK6ILYCFSXQNAAML3RKTW6Q \
  | 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: 99f8a5790bc08b2bc1a00317b8aa76f42bbbde87571011c36a6d57706553892a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b64487d2784eea583c997498c33b4aa92e01d1c097c6c359ebbf69bf0a58e038",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-30T16:19:00Z",
    "title_canon_sha256": "299448283c7b77e7528b98002f48e1bcb42752f7c7b86201e72b8270084a107d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23168",
    "kind": "arxiv",
    "version": 2
  }
}