Pith Number

pith:2JY3P4BU

pith:2024:2JY3P4BU737QJJUDIMB5J6LO3U

not attested not anchored not stored refs pending

To Cool or not to Cool? Temperature Network Meets Large Foundation Models via DRO

Lijun Zhang, Mao Xu, Siqi Guo, Tianbao Yang, Tuo Zhao, Zi-Hao Qiu

arxiv:2404.04575 v3 · 2024-04-06 · cs.LG · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2JY3P4BU737QJJUDIMB5J6LO3U}

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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

Logits are All We Need to Adapt Closed Models

Receipt and verification

First computed	2026-07-05T08:32:39.302297Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d271b7f034feff04a6834303d4f96edd16b35fed3b0cf308392b8dde84c0ac6e

Aliases

arxiv: 2404.04575 · arxiv_version: 2404.04575v3 · doi: 10.48550/arxiv.2404.04575 · pith_short_12: 2JY3P4BU737Q · pith_short_16: 2JY3P4BU737QJJUD · pith_short_8: 2JY3P4BU

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/2JY3P4BU737QJJUDIMB5J6LO3U \
  | 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: d271b7f034feff04a6834303d4f96edd16b35fed3b0cf308392b8dde84c0ac6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f037e05592c69fe8b778aad469d6428a1834781c772f81b6a7da857cc7bb40a2",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-06T09:55:03Z",
    "title_canon_sha256": "fef2a89518505cfa4951558bccc83ee46fb914a7af9aebb0a08b0b52e4697568"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.04575",
    "kind": "arxiv",
    "version": 3
  }
}