Pith Number

pith:YXUVRP56

pith:2016:YXUVRP56GGIOSYOZAMYHY4LYHQ

not attested not anchored not stored refs pending

Socratic Learning: Augmenting Generative Models to Incorporate Latent Subsets in Training Data

Bryan He, Christopher De Sa, Christopher R\'e, Dan Iter, Paroma Varma, Peng Xu, Rose Yu

arxiv:1610.08123 v4 · 2016-10-25 · cs.LG · 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{YXUVRP56GGIOSYOZAMYHY4LYHQ}

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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

3 papers in Pith

An Explanation of In-context Learning as Implicit Bayesian Inference

Transformer Feed-Forward Layers Are Key-Value Memories

Distributionally Robust Neural Networks for Group Shifts: On the Importance of Regularization for Worst-Case Generalization

Receipt and verification

First computed	2026-05-18T00:34:10.251193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c5e958bfbe3190e961d903307c71783c1b809cef5f0ebe3ba556c813bb9b091b

Aliases

arxiv: 1610.08123 · arxiv_version: 1610.08123v4 · doi: 10.48550/arxiv.1610.08123 · pith_short_12: YXUVRP56GGIO · pith_short_16: YXUVRP56GGIOSYOZ · pith_short_8: YXUVRP56

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/YXUVRP56GGIOSYOZAMYHY4LYHQ \
  | 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: c5e958bfbe3190e961d903307c71783c1b809cef5f0ebe3ba556c813bb9b091b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1516d986f77bb774752c4dd46f7793a938f40022567fe5847bbc53d7c634c08",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-10-25T23:43:49Z",
    "title_canon_sha256": "42a9fdcc2da5fe02efb19662b7ba04ee57b6c72d9dcf80994d973b856802454a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1610.08123",
    "kind": "arxiv",
    "version": 4
  }
}