Pith Number

pith:FVSS3T3B

pith:2025:FVSS3T3BSW2IASJQDTZCTCUNZ6

not attested not anchored not stored refs pending

On the Robustness of Transformers against Context Hijacking for Linear Classification

Chenyang Zhang, Difan Zou, Tianle Li, Xingwu Chen, Yuan Cao

arxiv:2502.15609 v1 · 2025-02-21 · cs.CL · cs.AI · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FVSS3T3BSW2IASJQDTZCTCUNZ6}

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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

Understanding and Improving Continuous Adversarial Training for LLMs via In-context Learning Theory

Receipt and verification

First computed	2026-07-05T10:18:04.567557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d652dcf6195b48049301cf2298a8dcf8cceca3f1f167c191ae441df1ee4ae10

Aliases

arxiv: 2502.15609 · arxiv_version: 2502.15609v1 · doi: 10.48550/arxiv.2502.15609 · pith_short_12: FVSS3T3BSW2I · pith_short_16: FVSS3T3BSW2IASJQ · pith_short_8: FVSS3T3B

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/FVSS3T3BSW2IASJQDTZCTCUNZ6 \
  | 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: 2d652dcf6195b48049301cf2298a8dcf8cceca3f1f167c191ae441df1ee4ae10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5ae9c210dd592487ba463f902118a14153e94a53e94a3f68924b1ac1694a088",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-21T17:31:00Z",
    "title_canon_sha256": "596a10e79c493e382db9f8b6da10f69e5c5509e8904a83c287c5ca0659186e27"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.15609",
    "kind": "arxiv",
    "version": 1
  }
}