Pith Number

pith:KGFI4NE2

pith:2016:KGFI4NE22R2UW6NTGF4INHSC7L

not attested not anchored not stored refs pending

The Landscape of Empirical Risk for Non-convex Losses

Andrea Montanari, Song Mei, Yu Bai

arxiv:1607.06534 v3 · 2016-07-22 · 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{KGFI4NE22R2UW6NTGF4INHSC7L}

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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

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Receipt and verification

First computed	2026-05-18T00:52:49.913877Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

518a8e349ad4754b79b33178869e42fafbcf1fb98c9a130bb6604c109a4b9bf5

Aliases

arxiv: 1607.06534 · arxiv_version: 1607.06534v3 · doi: 10.48550/arxiv.1607.06534 · pith_short_12: KGFI4NE22R2U · pith_short_16: KGFI4NE22R2UW6NT · pith_short_8: KGFI4NE2

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/KGFI4NE22R2UW6NTGF4INHSC7L \
  | 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: 518a8e349ad4754b79b33178869e42fafbcf1fb98c9a130bb6604c109a4b9bf5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a527e79944cf24913c7b9252c6fc607ec3b03fdfb7bb857b881b64ef2e233b4c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-07-22T01:37:30Z",
    "title_canon_sha256": "f767264767560332cf671a68be911ae747759d8a3ccf3457f98695c1de584b70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1607.06534",
    "kind": "arxiv",
    "version": 3
  }
}