Pith Number

pith:T2FEVJUB

pith:2021:T2FEVJUBQLMSU75JM3ILNAI2HW

not attested not anchored not stored refs pending

A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks

Aditya Ahuja, Ashwin Srinivasan, Sharad Chitlangia, Tirtharaj Dash

arxiv:2107.10295 v4 · 2021-07-21 · cs.LG · cs.AI · cs.NE

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\usepackage{pith}
\pithnumber{T2FEVJUBQLMSU75JM3ILNAI2HW}

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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

1 paper in Pith

Defining neurosymbolic AI

Receipt and verification

First computed	2026-07-05T03:50:35.842081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e8a4aa68182d92a7fa966d0b6811a3d8b014c97322ed2263db12cf4b4803550

Aliases

arxiv: 2107.10295 · arxiv_version: 2107.10295v4 · doi: 10.48550/arxiv.2107.10295 · pith_short_12: T2FEVJUBQLMS · pith_short_16: T2FEVJUBQLMSU75J · pith_short_8: T2FEVJUB

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/T2FEVJUBQLMSU75JM3ILNAI2HW \
  | 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: 9e8a4aa68182d92a7fa966d0b6811a3d8b014c97322ed2263db12cf4b4803550

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee32b80d8b9a00518906c9d1d05f06d9c6b8260060d99b1f85caf3355775800c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-21T18:18:02Z",
    "title_canon_sha256": "a3f5eb45c359506544754c926958c20de791af7f546c1c49b61fa20c39b78a38"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.10295",
    "kind": "arxiv",
    "version": 4
  }
}