Pith. sign in
Pith Number

pith:5LBDZAGW

pith:2025:5LBDZAGWETFULRYCYDLXO25J2V
not attested not anchored not stored refs pending

Enhancing Stress-Strain Predictions with Seq2Seq and Cross-Attention based on Small Punch Test

Qixin Liu, Rui Yang, Weijian Han, Zhengni Yang

arxiv:2506.17680 v1 · 2025-06-21 · cs.LG · cond-mat.mtrl-sci · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5LBDZAGWETFULRYCYDLXO25J2V}

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 2026-07-05T11:25:21.692937Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

eac23c80d624cb45c702c0d7776ba9d577a9288bb1f15125a2ca03a3a334bf1b

Aliases

arxiv: 2506.17680 · arxiv_version: 2506.17680v1 · doi: 10.48550/arxiv.2506.17680 · pith_short_12: 5LBDZAGWETFU · pith_short_16: 5LBDZAGWETFULRYC · pith_short_8: 5LBDZAGW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5LBDZAGWETFULRYCYDLXO25J2V \
  | 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: eac23c80d624cb45c702c0d7776ba9d577a9288bb1f15125a2ca03a3a334bf1b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "79cb4e97d9ad71c5eb5573deae9f9f386f60675ef8c41e7d0b65172988444cfd",
    "cross_cats_sorted": [
      "cond-mat.mtrl-sci",
      "cs.AI"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-21T11:14:54Z",
    "title_canon_sha256": "33a13ff8a20656ef7314698744b194cf304021b08340814b5ee04f7af2d781da"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.17680",
    "kind": "arxiv",
    "version": 1
  }
}