Pith Number

pith:COWTAQI4

pith:2020:COWTAQI4NPFUV2HMIEOCPIADMN

not attested not anchored not stored refs pending

Better Robustness by More Coverage: Adversarial Training with Mixup Augmentation for Robust Fine-tuning

Chenglei Si, Fanchao Qi, Maosong Sun, Qun Liu, Yasheng Wang, Zhengyan Zhang, Zhiyuan Liu

arxiv:2012.15699 v3 · 2020-12-31 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{COWTAQI4NPFUV2HMIEOCPIADMN}

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

Bridging Robustness and Generalization Against Word Substitution Attacks in NLP via the Growth Bound Matrix Approach

Receipt and verification

First computed	2026-07-05T02:46:26.102505Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13ad30411c6bcb4ae8ec411c27a00363620c607fa438ffecf207166fdabd100d

Aliases

arxiv: 2012.15699 · arxiv_version: 2012.15699v3 · doi: 10.48550/arxiv.2012.15699 · pith_short_12: COWTAQI4NPFU · pith_short_16: COWTAQI4NPFUV2HM · pith_short_8: COWTAQI4

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/COWTAQI4NPFUV2HMIEOCPIADMN \
  | 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: 13ad30411c6bcb4ae8ec411c27a00363620c607fa438ffecf207166fdabd100d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "749388830464a4e93dce7678aeb32332c676003758c7c642f655717217855054",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-12-31T16:28:07Z",
    "title_canon_sha256": "c183685f9c8ec9812df44d03629f07c2170c5bed7a76980a079118de0f40bb03"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.15699",
    "kind": "arxiv",
    "version": 3
  }
}