Pith Number

pith:DOB7M6U6

pith:2025:DOB7M6U6I7LNX6BDS4ZM74GNL2

not attested not anchored not stored refs pending

On the Duality between Gradient Transformations and Adapters

Han Guo, Hunter Lang, Lucas Torroba-Hennigen, Yoon Kim

arxiv:2502.13811 v2 · 2025-02-19 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DOB7M6U6I7LNX6BDS4ZM74GNL2}

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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	2026-07-05T11:51:22.193752Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b83f67a9e47d6dbf8239732cff0cd5eb5ea64b1cd81a907f647964c71e2b166

Aliases

arxiv: 2502.13811 · arxiv_version: 2502.13811v2 · doi: 10.48550/arxiv.2502.13811 · pith_short_12: DOB7M6U6I7LN · pith_short_16: DOB7M6U6I7LNX6BD · pith_short_8: DOB7M6U6

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/DOB7M6U6I7LNX6BDS4ZM74GNL2 \
  | 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: 1b83f67a9e47d6dbf8239732cff0cd5eb5ea64b1cd81a907f647964c71e2b166

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "35384352e3ec6cacc35f8ac7ee45b4d3a035b603e7bdeaf6ea190a418190bdd5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-19T15:26:18Z",
    "title_canon_sha256": "ab9a7c0d4916cdabdb28eff014904c843c6685b1233bbfb7a905f905f62f477d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13811",
    "kind": "arxiv",
    "version": 2
  }
}