Pith Number

pith:GWLR23D2

pith:2020:GWLR23D2LRAYGZ66LGDPFH4V3X

not attested not anchored not stored refs pending

Dataset Dynamics via Gradient Flows in Probability Space

David Alvarez-Melis, Nicol\`o Fusi

arxiv:2010.12760 v2 · 2020-10-24 · 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{GWLR23D2LRAYGZ66LGDPFH4V3X}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Minimalist Genetic Programming

The Statistical Cost of Adaptation in Multi-Source Transfer Learning

Receipt and verification

First computed	2026-07-05T02:49:51.506225Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

35971d6c7a5c418367de5986f29f95ddf3e3627930b163b30c7cf8a96696eeb7

Aliases

arxiv: 2010.12760 · arxiv_version: 2010.12760v2 · doi: 10.48550/arxiv.2010.12760 · pith_short_12: GWLR23D2LRAY · pith_short_16: GWLR23D2LRAYGZ66 · pith_short_8: GWLR23D2

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/GWLR23D2LRAYGZ66LGDPFH4V3X \
  | 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: 35971d6c7a5c418367de5986f29f95ddf3e3627930b163b30c7cf8a96696eeb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5bc27e47cfb57c693370c92cf3b9648973c08457d125b327500934d1bae00e1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-24T03:29:22Z",
    "title_canon_sha256": "21d7a859460f981a5fc1309a2152ff91568965e60988abe3d16d52f954d53446"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.12760",
    "kind": "arxiv",
    "version": 2
  }
}