Pith Number

pith:MZX4OZJS

pith:2021:MZX4OZJSKCEIGA5GIWPF3OT7VT

not attested not anchored not stored refs pending

MixUp Training Leads to Reduced Overfitting and Improved Calibration for the Transformer Architecture

Ieshan Vaidya, Wancong Zhang

arxiv:2102.11402 v1 · 2021-02-22 · 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{MZX4OZJSKCEIGA5GIWPF3OT7VT}

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.

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	2026-07-05T02:17:11.365575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

666fc7653250888303a6459e5dba7facf9492fcc62f60fe9ab1fbd5a24515cfe

Aliases

arxiv: 2102.11402 · arxiv_version: 2102.11402v1 · doi: 10.48550/arxiv.2102.11402 · pith_short_12: MZX4OZJSKCEI · pith_short_16: MZX4OZJSKCEIGA5G · pith_short_8: MZX4OZJS

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/MZX4OZJSKCEIGA5GIWPF3OT7VT \
  | 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: 666fc7653250888303a6459e5dba7facf9492fcc62f60fe9ab1fbd5a24515cfe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0e8eb490de6aee6ac8eac789d958a6600ea436d5fe83ff6ab1a0fd8f153aa87",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-02-22T23:12:35Z",
    "title_canon_sha256": "bbc0f901e625089a75322dbfe61eae1cef3ad3c88d21ad0179a08535e6ade664"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.11402",
    "kind": "arxiv",
    "version": 1
  }
}