Pith Number

pith:RB5N6HD5

pith:2025:RB5N6HD5LF6P3OX4ZOIVEB4DI5

not attested not anchored not stored refs pending

Adversarial Robustness in Two-Stage Learning-to-Defer: Algorithms and Guarantees

Axel Carlier, Lai Xing Ng, Wei Tsang Ooi, Yannis Montreuil

arxiv:2502.01027 v4 · 2025-02-03 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RB5N6HD5LF6P3OX4ZOIVEB4DI5}

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

2 papers in Pith

Optimal Query Allocation in Extractive QA with LLMs: A Learning-to-Defer Framework with Theoretical Guarantees

Adversarial Robustness in One-Stage Learning-to-Defer

Receipt and verification

First computed	2026-07-05T11:58:24.435114Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

887adf1c7d597cfdbafccb915207834742db50bb5b352fad0f682b8dde407356

Aliases

arxiv: 2502.01027 · arxiv_version: 2502.01027v4 · doi: 10.48550/arxiv.2502.01027 · pith_short_12: RB5N6HD5LF6P · pith_short_16: RB5N6HD5LF6P3OX4 · pith_short_8: RB5N6HD5

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/RB5N6HD5LF6P3OX4ZOIVEB4DI5 \
  | 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: 887adf1c7d597cfdbafccb915207834742db50bb5b352fad0f682b8dde407356

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21ff84f16c93e8fa04e79b751d619bba98b2830faf683fc32121daa1cfb2099e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-03T03:44:35Z",
    "title_canon_sha256": "a2d484c36c4bfca2c5ef0c2fe37fec26bf0217bb2672b8c9fd0e7b4fed830b6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01027",
    "kind": "arxiv",
    "version": 4
  }
}