Pith Number

pith:7NPUSCXT

pith:2022:7NPUSCXTOT4UG56XQV7BSUYN37

not attested not anchored not stored refs pending

Understanding the Role of Nonlinearity in Training Dynamics of Contrastive Learning

Yuandong Tian

arxiv:2206.01342 v3 · 2022-06-02 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7NPUSCXTOT4UG56XQV7BSUYN37}

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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

Risk forecasting using Long Short-Term Memory Mixture Density Networks

Receipt and verification

First computed	2026-07-05T05:47:33.138898Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb5f490af374f94377d7857e19530ddfff8b479f8a99f513ccbac5ee47d71727

Aliases

arxiv: 2206.01342 · arxiv_version: 2206.01342v3 · doi: 10.48550/arxiv.2206.01342 · pith_short_12: 7NPUSCXTOT4U · pith_short_16: 7NPUSCXTOT4UG56X · pith_short_8: 7NPUSCXT

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/7NPUSCXTOT4UG56XQV7BSUYN37 \
  | 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: fb5f490af374f94377d7857e19530ddfff8b479f8a99f513ccbac5ee47d71727

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b80e0deed40792fc8bcc374a4eca507b911d057c75d51be3eb5f184c856270d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-02T23:52:35Z",
    "title_canon_sha256": "bee6690cae6f868ea07852fa85d3989dcb644f4bacd88854932a04af654f83b8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.01342",
    "kind": "arxiv",
    "version": 3
  }
}