Pith. sign in
Pith Number

pith:EQWKHGHV

pith:2021:EQWKHGHV4HYUNFO3JOA53UYRTQ
not attested not anchored not stored refs pending

Enhancing Model Robustness By Incorporating Adversarial Knowledge Into Semantic Representation

Hui Xue, Jinfeng Li, Rong Zhang, Shouling Ji, Tianyu Du, Xiangyu Liu

arxiv:2102.11584 v1 · 2021-02-23 · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{EQWKHGHV4HYUNFO3JOA53UYRTQ}

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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.
Receipt and verification
First computed 2026-07-05T02:17:52.428691Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

242ca398f5e1f14695db4b81ddd3119c126d578e5e6dfaa144f5b2d04608ba0c

Aliases

arxiv: 2102.11584 · arxiv_version: 2102.11584v1 · doi: 10.48550/arxiv.2102.11584 · pith_short_12: EQWKHGHV4HYU · pith_short_16: EQWKHGHV4HYUNFO3 · pith_short_8: EQWKHGHV
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EQWKHGHV4HYUNFO3JOA53UYRTQ \
  | 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: 242ca398f5e1f14695db4b81ddd3119c126d578e5e6dfaa144f5b2d04608ba0c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "08eca2564c3ecfca75064749bd57b512cb3af91f70099034c61019cdd2585e10",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-02-23T09:47:45Z",
    "title_canon_sha256": "4e2c8d59cafe372926c4e675a2c6c5b8cb8ea731b288ec993af173ee38d389bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.11584",
    "kind": "arxiv",
    "version": 1
  }
}