Pith Number

pith:EBBZXQZE

pith:2025:EBBZXQZERKMY6ND4XQLOP4H45U

not attested not anchored not stored refs pending

Contextually Guided Transformers via Low-Rank Adaptation

Andrey Zhmoginov, Jihwan Lee, Mark Sandler, Max Vladymyrov

arxiv:2506.05672 v1 · 2025-06-06 · 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{EBBZXQZERKMY6ND4XQLOP4H45U}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.

Receipt and verification

First computed	2026-07-05T11:17:07.843342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20439bc3248a998f347cbc16e7f0fced1fe6297b58b97559a14fe86a886fbf77

Aliases

arxiv: 2506.05672 · arxiv_version: 2506.05672v1 · doi: 10.48550/arxiv.2506.05672 · pith_short_12: EBBZXQZERKMY · pith_short_16: EBBZXQZERKMY6ND4 · pith_short_8: EBBZXQZE

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/EBBZXQZERKMY6ND4XQLOP4H45U \
  | 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: 20439bc3248a998f347cbc16e7f0fced1fe6297b58b97559a14fe86a886fbf77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4e1a8cc5707f0f070aa68ea0ab7618d82d4ddf729dde5b11df39c52b7f9de99",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-06T01:34:39Z",
    "title_canon_sha256": "cf1b47a8d76060ff25e8f6df2d69f8bbe5f9c07462d189e337c0aa2cee3438ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05672",
    "kind": "arxiv",
    "version": 1
  }
}