Pith Number

pith:C7COLRRF

pith:2020:C7COLRRFTERGRHLLBXFBCMGRQF

not attested not anchored not stored refs pending

Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism

Levi McClenny, Ulisses Braga-Neto

arxiv:2009.04544 v5 · 2020-09-07 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{C7COLRRFTERGRHLLBXFBCMGRQF}

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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

9 papers in Pith

Adaptive Hard-Soft Physics-Informed Neural Networks for Robust Boundary-Constrained PDE Solving

Loss-Conditional PINNs for Parametric PDE Families

Physics-Informed Residuals for Adaptive Mesh Refinement in Finite-Difference PDE Solvers

Bayesian Reasoning for Physics Informed Neural Networks

A Practitioner's Guide to Kolmogorov-Arnold Networks

Receipt and verification

First computed	2026-07-05T08:33:58.992377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

17c4e5c6259922689d6b0dca1130d18148ee8aa1dafd86eed48611c5234dcdac

Aliases

arxiv: 2009.04544 · arxiv_version: 2009.04544v5 · doi: 10.48550/arxiv.2009.04544 · pith_short_12: C7COLRRFTERG · pith_short_16: C7COLRRFTERGRHLL · pith_short_8: C7COLRRF

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/C7COLRRFTERGRHLLBXFBCMGRQF \
  | 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: 17c4e5c6259922689d6b0dca1130d18148ee8aa1dafd86eed48611c5234dcdac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ade1428f4f6a049056f9b1f4e649e22ac1f15fdc1d8b32a883c6a70a6acaa7c",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-09-07T04:07:52Z",
    "title_canon_sha256": "187ec1fffe14ec7c6405b50362a42005160c1e971c7094708fb69e67cfb90fd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2009.04544",
    "kind": "arxiv",
    "version": 5
  }
}