Pith Number

pith:4DUQECUB

pith:2021:4DUQECUBEIXNVB32XZM54MIMBO

not attested not anchored not stored refs pending

Improving Learning-to-Defer Algorithms Through Fine-Tuning

Michael Yee, Naveen Raman

arxiv:2112.10768 v1 · 2021-12-18 · cs.LG · cs.AI · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4DUQECUBEIXNVB32XZM54MIMBO}

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

AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems

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Receipt and verification

First computed	2026-07-05T03:42:25.915495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0e9020a81222eda877abe59de310c0bb5300f2b9313fe0af165db09473fbcd6

Aliases

arxiv: 2112.10768 · arxiv_version: 2112.10768v1 · doi: 10.48550/arxiv.2112.10768 · pith_short_12: 4DUQECUBEIXN · pith_short_16: 4DUQECUBEIXNVB32 · pith_short_8: 4DUQECUB

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/4DUQECUBEIXNVB32XZM54MIMBO \
  | 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: e0e9020a81222eda877abe59de310c0bb5300f2b9313fe0af165db09473fbcd6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9faaffdcbaa70237f5abc12ef84670e79093e65da6a509e5049fcb84de920db",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-18T19:57:16Z",
    "title_canon_sha256": "0313675dc27c5f77bc7293cf23b6557a696c8e5086076ac017157f4d13b8191d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.10768",
    "kind": "arxiv",
    "version": 1
  }
}