Pith Number

pith:NJJYYUCP

pith:2023:NJJYYUCPYEOXGR5U2ASLMPIQEA

not attested not anchored not stored refs pending

Principled Approaches for Learning to Defer with Multiple Experts

Anqi Mao, Mehryar Mohri, Yutao Zhong

arxiv:2310.14774 v2 · 2023-10-23 · 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{NJJYYUCPYEOXGR5U2ASLMPIQEA}

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

Adversarial Robustness in One-Stage Learning-to-Defer

Receipt and verification

First computed	2026-07-05T08:02:47.116697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a538c504fc11d7347b4d024b63d1020132d9926cd0ce5cb184b06311b155455

Aliases

arxiv: 2310.14774 · arxiv_version: 2310.14774v2 · doi: 10.48550/arxiv.2310.14774 · pith_short_12: NJJYYUCPYEOX · pith_short_16: NJJYYUCPYEOXGR5U · pith_short_8: NJJYYUCP

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/NJJYYUCPYEOXGR5U2ASLMPIQEA \
  | 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: 6a538c504fc11d7347b4d024b63d1020132d9926cd0ce5cb184b06311b155455

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "edec3bfeb33b232e75286b86137e7d513261c528f353d40667939271278d6617",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-23T10:19:09Z",
    "title_canon_sha256": "0a308419c84636b5dd1ff01c7ac84581813a9451cc8c40eb9ab100a9f899f86b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14774",
    "kind": "arxiv",
    "version": 2
  }
}