Pith Number

pith:2DZ4ZMWM

pith:2021:2DZ4ZMWMM7VBVOFB3R3GOA5F7U

not attested not anchored not stored refs pending

How to train your ViT? Data, Augmentation, and Regularization in Vision Transformers

Alexander Kolesnikov, Andreas Steiner, Jakob Uszkoreit, Lucas Beyer, Ross Wightman, Xiaohua Zhai

arxiv:2106.10270 v2 · 2021-06-18 · cs.CV · cs.AI · 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{2DZ4ZMWMM7VBVOFB3R3GOA5F7U}

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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

10 papers in Pith

Large Language Model Teaches Visual Students: Cross-Modality Transfer of Fine-Grained Conceptual Knowledge

Weierstrass Positional Encoding for Vision Transformers

ASAP: Attention Sink Anchored Pruning

Causal Attribution via Activation Patching

Sigmoid Loss for Language Image Pre-Training

Receipt and verification

First computed	2026-07-05T04:34:12.713835Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0f3ccb2cc67ea1ab8a1dc766703a5fd1254788513b9f4ca378aaa21727fe8aa

Aliases

arxiv: 2106.10270 · arxiv_version: 2106.10270v2 · doi: 10.48550/arxiv.2106.10270 · pith_short_12: 2DZ4ZMWMM7VB · pith_short_16: 2DZ4ZMWMM7VBVOFB · pith_short_8: 2DZ4ZMWM

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/2DZ4ZMWMM7VBVOFB3R3GOA5F7U \
  | 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: d0f3ccb2cc67ea1ab8a1dc766703a5fd1254788513b9f4ca378aaa21727fe8aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b981b0fbe5e791b16e829a1f9871d9cd2a3b72e7606d4f29032c66354a4529ea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2021-06-18T17:58:20Z",
    "title_canon_sha256": "987ffbd054f777def434f35be409a1d07e82148eb51dc9a7eba25742b81b9d6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10270",
    "kind": "arxiv",
    "version": 2
  }
}