Pith Number

pith:CHI5O2DG

pith:2017:CHI5O2DGJQJKKHVQR6SODRHZ52

not attested not anchored not stored refs pending

Information-theoretic analysis of generalization capability of learning algorithms

Aolin Xu, Maxim Raginsky

arxiv:1705.07809 v2 · 2017-05-22 · cs.LG · cs.IT · math.IT · stat.ML

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\usepackage{pith}
\pithnumber{CHI5O2DGJQJKKHVQR6SODRHZ52}

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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

2 papers in Pith

On the Generalization of Knowledge Distillation: An Information-Theoretic View

Generalization error bounds for two-layer neural networks with Lipschitz loss function

Receipt and verification

First computed	2026-05-18T00:31:19.449441Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11d1d768664c12a51eb08fa4e1c4f9ee846a872c66f2c4150cf39c40c3ca7a8f

Aliases

arxiv: 1705.07809 · arxiv_version: 1705.07809v2 · doi: 10.48550/arxiv.1705.07809 · pith_short_12: CHI5O2DGJQJK · pith_short_16: CHI5O2DGJQJKKHVQ · pith_short_8: CHI5O2DG

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/CHI5O2DGJQJKKHVQR6SODRHZ52 \
  | 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: 11d1d768664c12a51eb08fa4e1c4f9ee846a872c66f2c4150cf39c40c3ca7a8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78fc48b24896a6c6c7becb690b4c036d789cd724a2c68f37c9b3b1b29b36e006",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-05-22T15:38:22Z",
    "title_canon_sha256": "7a291dd5037f58a0ecccee84c6e5e15cc5aedc2ff2e27f27f07d34fd75686ba9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.07809",
    "kind": "arxiv",
    "version": 2
  }
}