Pith Number

pith:W6VKBK7T

pith:2024:W6VKBK7TXZK7XKL2N6GMMKTHPA

not attested not anchored not stored refs pending

Noise-Aware Training of Neuromorphic Dynamic Device Networks

Charles Swindells, Daanish Sonawala, Dana Hariga, David Griffin, Denis Donskikh, Eleni Vasilaki, Guru Venkat, Ian T. Vidamour, Jack C. Gartside, Kilian D. Stenning, Lai Gui, Luca Manneschi, Matthew O. A. Ellis, Susan Stepney, Thomas Hayward, Will R. Branford

arxiv:2401.07387 v2 · 2024-01-14 · cs.LG · cs.AI · cs.ET · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W6VKBK7TXZK7XKL2N6GMMKTHPA}

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.

Cited by

1 paper in Pith

Intrinsic-Noise Consolidation: A Doob-Barrier-Conditioned Diffusion Turns Analog Device Noise into a Continual-Learning Resource

Receipt and verification

First computed	2026-07-05T09:27:20.214404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7aaa0abf3be55fba97a6f8cc62a6778370234a8820c4fc3e26ad276f933a380

Aliases

arxiv: 2401.07387 · arxiv_version: 2401.07387v2 · doi: 10.48550/arxiv.2401.07387 · pith_short_12: W6VKBK7TXZK7 · pith_short_16: W6VKBK7TXZK7XKL2 · pith_short_8: W6VKBK7T

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/W6VKBK7TXZK7XKL2N6GMMKTHPA \
  | 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: b7aaa0abf3be55fba97a6f8cc62a6778370234a8820c4fc3e26ad276f933a380

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "306b65251bcedc9021c842e35d9422617722883903ecbc90a7a940b89c6145b5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.ET",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-14T22:46:53Z",
    "title_canon_sha256": "08b7f92a475ddae77d146171d09e62accbe18c9ecf98be5011c4c31721ecf218"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.07387",
    "kind": "arxiv",
    "version": 2
  }
}