Pith Number

pith:WE3RS6WX

pith:2025:WE3RS6WXJTMUVI2HUVYL44ESK5

not attested not anchored not stored refs pending

DNT: a Deeply Normalized Transformer that can be trained by Momentum SGD

Chun-Guang Li, Jiaquan Ye, Marco Chen, Wenjie Xiao, Xianbiao Qi, Yelin He, Zhouchen Lin

arxiv:2507.17501 v1 · 2025-07-23 · cs.LG · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WE3RS6WXJTMUVI2HUVYL44ESK5}

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	2026-07-05T11:42:08.978385Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b137197ad74cd94aa347a570be709257455fa099d9d95ddc6680988011f2510e

Aliases

arxiv: 2507.17501 · arxiv_version: 2507.17501v1 · doi: 10.48550/arxiv.2507.17501 · pith_short_12: WE3RS6WXJTMU · pith_short_16: WE3RS6WXJTMUVI2H · pith_short_8: WE3RS6WX

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/WE3RS6WXJTMUVI2HUVYL44ESK5 \
  | 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: b137197ad74cd94aa347a570be709257455fa099d9d95ddc6680988011f2510e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "094b4d9264359a70fe36139c8481c7f5c50a1e60be01bb9094b0594dac476bcd",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-23T13:37:23Z",
    "title_canon_sha256": "b2a52ffc400961548dc9568a93413474f151b8a531708fbe5684d6ef78980b39"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17501",
    "kind": "arxiv",
    "version": 1
  }
}