Pith Number

pith:67RIS4IZ

pith:2025:67RIS4IZSVT4YY2PDAU56ARCYG

not attested not anchored not stored refs pending

Self-Adjust Softmax

Chao Huang, Chuanyang Zheng, Guoxuan Chen, Han Shi, Jing Xiong, Xiaozhe Ren, Xin Jiang, Yihang Gao, Yu Li, Zhenguo Li

arxiv:2502.18277 v1 · 2025-02-25 · 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{67RIS4IZSVT4YY2PDAU56ARCYG}

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

1 paper in Pith

SSA: Improving Performance With a Better Scoring Function

Receipt and verification

First computed	2026-07-05T10:19:51.443806Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7e28971199567cc634f1829df0222c1ba5f7748d6b1e176f9a552d8ff2492d5

Aliases

arxiv: 2502.18277 · arxiv_version: 2502.18277v1 · doi: 10.48550/arxiv.2502.18277 · pith_short_12: 67RIS4IZSVT4 · pith_short_16: 67RIS4IZSVT4YY2P · pith_short_8: 67RIS4IZ

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/67RIS4IZSVT4YY2PDAU56ARCYG \
  | 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: f7e28971199567cc634f1829df0222c1ba5f7748d6b1e176f9a552d8ff2492d5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f10ee83c4546f4b08dcb0e37b138406d11d6eb3801e0241721ff556392499de",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-25T15:07:40Z",
    "title_canon_sha256": "b17aa4e1b235e252296b4a99faffe8e046b5fceb398b0b6aeac09c8a8e6f5bc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.18277",
    "kind": "arxiv",
    "version": 1
  }
}