Pith. sign in
Pith Number

pith:IWV33LYC

pith:2026:IWV33LYCYZFR66P3AX3H6VBJM3
not attested not anchored not stored refs pending

FOCUS: DLLMs Know How to Tame Their Compute Bound

An Zhong, Hong Xu, Kaihua Liang, Marco Canini, Xin Tan

arxiv:2601.23278 v2 · 2026-01-30 · cs.LG · cs.AR · cs.CL

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IWV33LYCYZFR66P3AX3H6VBJM3}

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 2026-06-11T01:10:32.192929Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

45abbdaf02c64b1f79fb05f67f542966e5d8f7760999c4ac8f513bb992e20372

Aliases

arxiv: 2601.23278 · arxiv_version: 2601.23278v2 · doi: 10.48550/arxiv.2601.23278 · pith_short_12: IWV33LYCYZFR · pith_short_16: IWV33LYCYZFR66P3 · pith_short_8: IWV33LYC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IWV33LYCYZFR66P3AX3H6VBJM3 \
  | 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: 45abbdaf02c64b1f79fb05f67f542966e5d8f7760999c4ac8f513bb992e20372
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0bf16096d91afa0b951299502f26c36312e97f675317ed9dd272fb0efaaa3f92",
    "cross_cats_sorted": [
      "cs.AR",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-01-30T18:52:06Z",
    "title_canon_sha256": "65181a7a96d9e4cc20d75a29cbff711a6d32fdfe72b99a6d0768f4f664f21d32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.23278",
    "kind": "arxiv",
    "version": 2
  }
}