Pith Number

pith:QWOSZJWJ

pith:2025:QWOSZJWJYIULYI2GFZH22N3DHQ

not attested not anchored not stored refs pending

Transformer-Squared: Self-adaptive LLMs

Edoardo Cetin, Qi Sun, Yujin Tang

arxiv:2501.06252 v3 · 2025-01-09 · cs.LG · cs.AI · 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{QWOSZJWJYIULYI2GFZH22N3DHQ}

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.

Cited by

4 papers in Pith

PEML: Parameter-efficient Multi-Task Learning with Optimized Continuous Prompts

Self-Consolidating Language Models: Continual Knowledge Incorporation from Context

Decomposing Evolutionary Mixture-of-LoRA Architectures: The Routing Lever, the Lifecycle Penalty, and a Substrate-Conditional Boundary

Self-Consolidating Language Models: Continual Knowledge Incorporation from Context

Receipt and verification

First computed	2026-07-05T10:04:41.537714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

859d2ca6c9c228bc23462e4fad37633c3f99263b7f5fe5a3bfe8780fa4f2da61

Aliases

arxiv: 2501.06252 · arxiv_version: 2501.06252v3 · doi: 10.48550/arxiv.2501.06252 · pith_short_12: QWOSZJWJYIUL · pith_short_16: QWOSZJWJYIULYI2G · pith_short_8: QWOSZJWJ

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/QWOSZJWJYIULYI2GFZH22N3DHQ \
  | 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: 859d2ca6c9c228bc23462e4fad37633c3f99263b7f5fe5a3bfe8780fa4f2da61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4e6773e1535eb7168e7c0bd555abaa87ae998add3833801beb5c1f7d8f991eea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-09T01:19:21Z",
    "title_canon_sha256": "fe1ce6fd2dd86f77d04242cea204d6f53b902f1db6c48d8c79f5f9b512468982"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06252",
    "kind": "arxiv",
    "version": 3
  }
}