Pith Number

pith:GA6R77L4

pith:2016:GA6R77L4S6FDJTVFYDBPKZC3YB

not attested not anchored not stored refs pending

Semi-supervised Knowledge Transfer for Deep Learning from Private Training Data

Ian Goodfellow, Kunal Talwar, Mart\'in Abadi, Nicolas Papernot, \'Ulfar Erlingsson

arxiv:1610.05755 v4 · 2016-10-18 · stat.ML · cs.CR · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GA6R77L4S6FDJTVFYDBPKZC3YB}

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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

4 papers in Pith

DP-CDA: An Algorithm for Enhanced Privacy Preservation in Dataset Synthesis Through Randomized Mixing

DP-SelFT: Differentially Private Selective Fine-Tuning for Large Language Models

Empirical Evaluation of Structured Synthetic Data Privacy Metrics: Novel experimental framework

DP-OPD: Differentially Private On-Policy Distillation for Language Models

Receipt and verification

First computed	2026-05-18T00:49:36.488886Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

303d1ffd7c978a34cea5c0c2f5645bc052741a0d43080f6816c892c7f84d083f

Aliases

arxiv: 1610.05755 · arxiv_version: 1610.05755v4 · doi: 10.48550/arxiv.1610.05755 · pith_short_12: GA6R77L4S6FD · pith_short_16: GA6R77L4S6FDJTVF · pith_short_8: GA6R77L4

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/GA6R77L4S6FDJTVFYDBPKZC3YB \
  | 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: 303d1ffd7c978a34cea5c0c2f5645bc052741a0d43080f6816c892c7f84d083f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b48fb309d7b31bfc0ca8468c18d7e21e12128e5d0af5e4e86ec00929afa5afb",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-10-18T19:37:37Z",
    "title_canon_sha256": "e523221e0b32b146653b169471878b482731f14a8b1b9c112ac58b6ecd9a877d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.05755",
    "kind": "arxiv",
    "version": 4
  }
}