Pith Number

pith:GXGTFHA6

pith:2020:GXGTFHA647HRAR4TS65COGCHWA

not attested not anchored not stored refs pending

Optimizing Deeper Transformers on Small Datasets

Chenyang Huang, Dhruv Kumar, Jackie Chi Kit Cheung, Keyi Tang, Peng Xu, Simon J.D. Prince, Wei Yang, Wenjie Zi, Yanshuai Cao

arxiv:2012.15355 v4 · 2020-12-30 · cs.CL · 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{GXGTFHA647HRAR4TS65COGCHWA}

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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

H$_2$O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models

Receipt and verification

First computed	2026-07-05T02:44:35.070669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35cd329c1ee7cf10479397ba271847b031076cb2242220b426713fd98ea01c62

Aliases

arxiv: 2012.15355 · arxiv_version: 2012.15355v4 · doi: 10.48550/arxiv.2012.15355 · pith_short_12: GXGTFHA647HR · pith_short_16: GXGTFHA647HRAR4T · pith_short_8: GXGTFHA6

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/GXGTFHA647HRAR4TS65COGCHWA \
  | 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: 35cd329c1ee7cf10479397ba271847b031076cb2242220b426713fd98ea01c62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec847c4ee2b40085ffbd8a7cf28eab23958875d2d62164d5ad9efa73e9c734ef",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-12-30T22:53:49Z",
    "title_canon_sha256": "27bed61c118b9e57faa06e26bea18db4417eb4653bf17e0c36526ef3557a6e26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.15355",
    "kind": "arxiv",
    "version": 4
  }
}