Pith Number

pith:T6ENK36P

pith:2022:T6ENK36PT4XMSBIZ55Q7XM3MUS

not attested not anchored not stored refs pending

On the Generalization for Transfer Learning: An Information-Theoretic Analysis

Jingge Zhu, Jonathan H. Manton, Uwe Aickelin, Xuetong Wu

arxiv:2207.05377 v2 · 2022-07-12 · cs.IT · cs.LG · math.IT

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\usepackage{pith}
\pithnumber{T6ENK36PT4XMSBIZ55Q7XM3MUS}

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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

Generalization in VAE and Diffusion Models: A Unified Information-Theoretic Analysis

Receipt and verification

First computed	2026-07-05T08:53:13.897754Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f88d56fcf9f2ec90519ef61fbb36ca4be2c6d5718801219cc95316d946603f7

Aliases

arxiv: 2207.05377 · arxiv_version: 2207.05377v2 · doi: 10.48550/arxiv.2207.05377 · pith_short_12: T6ENK36PT4XM · pith_short_16: T6ENK36PT4XMSBIZ · pith_short_8: T6ENK36P

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/T6ENK36PT4XMSBIZ55Q7XM3MUS \
  | 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: 9f88d56fcf9f2ec90519ef61fbb36ca4be2c6d5718801219cc95316d946603f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3cd8826d259e705c7053a568d30326491c67d0fa71dbe8a4a61d64118bc090e6",
    "cross_cats_sorted": [
      "cs.LG",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2022-07-12T08:20:41Z",
    "title_canon_sha256": "4fbee26a2443f3a213bb51e6cce0be4a6e2342fe3205962bc22c459b15a8f2b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.05377",
    "kind": "arxiv",
    "version": 2
  }
}