Pith Number

pith:CAKP52IQ

pith:2019:CAKP52IQ5ZP2TYCRKRTGFE4TLK

not attested not anchored not stored refs pending

Deep Learning Theory Review: An Optimal Control and Dynamical Systems Perspective

Evangelos A. Theodorou, Guan-Horng Liu

arxiv:1908.10920 v2 · 2019-08-28 · cs.LG · cs.SY · eess.SY · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CAKP52IQ5ZP2TYCRKRTGFE4TLK}

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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

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Receipt and verification

First computed	2026-07-05T00:07:52.896222Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1014fee910ee5fa9e05154666293935aad73ad0a84af0003da89ec009583d8a3

Aliases

arxiv: 1908.10920 · arxiv_version: 1908.10920v2 · doi: 10.48550/arxiv.1908.10920 · pith_short_12: CAKP52IQ5ZP2 · pith_short_16: CAKP52IQ5ZP2TYCR · pith_short_8: CAKP52IQ

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/CAKP52IQ5ZP2TYCRKRTGFE4TLK \
  | 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: 1014fee910ee5fa9e05154666293935aad73ad0a84af0003da89ec009583d8a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e100ab4ecebf76158bcd4a7f65bf1556daad48e1e5435dd8b9c9470270677164",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-28T19:36:23Z",
    "title_canon_sha256": "f256742fb4631139545b91ad83ae6f4fb5aa308b5147a623eb93f54cbc2a395f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.10920",
    "kind": "arxiv",
    "version": 2
  }
}