Pith Number

pith:GSPA4J3V

pith:2024:GSPA4J3VLYSIULRJWAKYCMVBWI

not attested not anchored not stored refs pending

Towards Resilient and Efficient LLMs: A Comparative Study of Efficiency, Performance, and Adversarial Robustness

Chunliang Tao, Xiaojing Fan

arxiv:2408.04585 v3 · 2024-08-08 · 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{GSPA4J3VLYSIULRJWAKYCMVBWI}

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

Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution

Receipt and verification

First computed	2026-07-05T09:07:01.967722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

349e0e27755e248a2e29b0158132a1b2344e14e5c704cd5c4b0ddbae41fcbc8c

Aliases

arxiv: 2408.04585 · arxiv_version: 2408.04585v3 · doi: 10.48550/arxiv.2408.04585 · pith_short_12: GSPA4J3VLYSI · pith_short_16: GSPA4J3VLYSIULRJ · pith_short_8: GSPA4J3V

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/GSPA4J3VLYSIULRJWAKYCMVBWI \
  | 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: 349e0e27755e248a2e29b0158132a1b2344e14e5c704cd5c4b0ddbae41fcbc8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7bc9c687cd9f7e2e55c12803fff1a11c404561551f341ecb5ffbad3331ddb29",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-08T16:54:40Z",
    "title_canon_sha256": "5326e1378838200c0ac3ae35640c279b2599f68b5fa778f25cd709e32ee8e1cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04585",
    "kind": "arxiv",
    "version": 3
  }
}