Pith Number

pith:IHYVWFAD

pith:2022:IHYVWFAD2A4HYMWTYJICJRH4UN

not attested not anchored not stored refs pending

Impact of Adversarial Training on Robustness and Generalizability of Language Models

Enes Altinisik, Hassan Sajjad, Husrev Taha Sencar, Safa Messaoud, Sanjay Chawla

arxiv:2211.05523 v3 · 2022-11-10 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IHYVWFAD2A4HYMWTYJICJRH4UN}

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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

Adversarial Training Improves Generalization Under Distribution Shifts in Bioacoustics

Receipt and verification

First computed	2026-07-05T07:22:14.041804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

41f15b1403d0387c32d3c25024c4fca37b8770e853cfd80bab342f266499551b

Aliases

arxiv: 2211.05523 · arxiv_version: 2211.05523v3 · doi: 10.48550/arxiv.2211.05523 · pith_short_12: IHYVWFAD2A4H · pith_short_16: IHYVWFAD2A4HYMWT · pith_short_8: IHYVWFAD

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/IHYVWFAD2A4HYMWTYJICJRH4UN \
  | 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: 41f15b1403d0387c32d3c25024c4fca37b8770e853cfd80bab342f266499551b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ad4885d4ecb79140dabc22ed3e5f14d2eef05d921488c38762cc5eb3ca40550",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-10T12:36:50Z",
    "title_canon_sha256": "ceba45f1018c348590ea2f98336323979f49613d7ab19908d793f32377dde8a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.05523",
    "kind": "arxiv",
    "version": 3
  }
}