Pith Number

pith:RZKMSVUR

pith:2020:RZKMSVUR2HGETRAPC5AHVUOFBF

not attested not anchored not stored refs pending

Fundamental Limits and Tradeoffs in Invariant Representation Learning

Bryon Aragam, Chen Dan, Geoffrey J. Gordon, Han Zhao, Pradeep Ravikumar, Tommi S. Jaakkola

arxiv:2012.10713 v4 · 2020-12-19 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RZKMSVUR2HGETRAPC5AHVUOFBF}

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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

Learning Causality for Modern Machine Learning

Receipt and verification

First computed	2026-07-05T05:18:43.071544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e54c95691d1cc49c40f17407ad1c509471affb15364c4f10e4e33828beb7590

Aliases

arxiv: 2012.10713 · arxiv_version: 2012.10713v4 · doi: 10.48550/arxiv.2012.10713 · pith_short_12: RZKMSVUR2HGE · pith_short_16: RZKMSVUR2HGETRAP · pith_short_8: RZKMSVUR

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/RZKMSVUR2HGETRAPC5AHVUOFBF \
  | 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: 8e54c95691d1cc49c40f17407ad1c509471affb15364c4f10e4e33828beb7590

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34ee7acf02405542bb8c85b420f56547334c18fafc6aee3661620f30aa9ae7e7",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-12-19T15:24:04Z",
    "title_canon_sha256": "b30215e61921847bdc1b16b0813159e6192f363a53b5ebba8f89af2cf3e50082"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.10713",
    "kind": "arxiv",
    "version": 4
  }
}