Pith Number

pith:XMLELXQ5

pith:2024:XMLELXQ5W7E7YLPVBTAYWNLGWR

not attested not anchored not stored refs pending

Physics-informed Deep Learning for Muscle Force Prediction with Unlabeled sEMG Signals

Chaoyang Shi, Ian D.Robertson, Jie Zhang, Pei Di, Shuhao Ma, Zhi-Qiang Zhang

arxiv:2412.04213 v1 · 2024-12-05 · cs.LG · cs.HC · eess.SP · physics.bio-ph

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XMLELXQ5W7E7YLPVBTAYWNLGWR}

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	2026-07-05T09:45:01.067057Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb1645de1db7c9fc2df50cc18b3566b44407292aa9061461b1c597853faf7905

Aliases

arxiv: 2412.04213 · arxiv_version: 2412.04213v1 · doi: 10.48550/arxiv.2412.04213 · pith_short_12: XMLELXQ5W7E7 · pith_short_16: XMLELXQ5W7E7YLPV · pith_short_8: XMLELXQ5

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/XMLELXQ5W7E7YLPVBTAYWNLGWR \
  | 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: bb1645de1db7c9fc2df50cc18b3566b44407292aa9061461b1c597853faf7905

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68349b843ae9894b099d6d5a49f262b094059aead2fe2cadcfd5a95217ab5956",
    "cross_cats_sorted": [
      "cs.HC",
      "eess.SP",
      "physics.bio-ph"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T14:47:38Z",
    "title_canon_sha256": "82cb2788d21a1bb3f7cf48016b8f76ed944d3ff75d7a48716ead213543a23e9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04213",
    "kind": "arxiv",
    "version": 1
  }
}