Pith Number

pith:MCWWR6O4

pith:2023:MCWWR6O4QH6CFN5DQANWTOUHHF

not attested not anchored not stored refs pending

On the Importance of Contrastive Loss in Multimodal Learning

Yuanzhi Li, Yunwei Ren

arxiv:2304.03717 v1 · 2023-04-07 · cs.LG · cs.CL · cs.CV

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\usepackage{pith}
\pithnumber{MCWWR6O4QH6CFN5DQANWTOUHHF}

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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

Information-Theoretic Decomposition for Multimodal Interaction Learning

Receipt and verification

First computed	2026-07-05T05:58:59.335562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60ad68f9dc81fc22b7a3801b69ba873956f12a66be69b29e8737042938b6dad3

Aliases

arxiv: 2304.03717 · arxiv_version: 2304.03717v1 · doi: 10.48550/arxiv.2304.03717 · pith_short_12: MCWWR6O4QH6C · pith_short_16: MCWWR6O4QH6CFN5D · pith_short_8: MCWWR6O4

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/MCWWR6O4QH6CFN5DQANWTOUHHF \
  | 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: 60ad68f9dc81fc22b7a3801b69ba873956f12a66be69b29e8737042938b6dad3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4330917f154a93f876982a1b240e92cc97d6790238aa1dd241959ea1d7427c2e",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-07T16:25:18Z",
    "title_canon_sha256": "febcc0c521eb29c436b021797b6fbc734af8776221bee19ba9927c448e0a9a94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.03717",
    "kind": "arxiv",
    "version": 1
  }
}