Pith Number

pith:KVVXU72T

pith:2020:KVVXU72TZPDEPD3SGM3CT6OSUP

not attested not anchored not stored refs pending

Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware

Guangzhi Tang, Konstantinos P. Michmizos, Neelesh Kumar

arxiv:2003.01157 v2 · 2020-03-02 · cs.NE · cs.LG · cs.RO

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

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\usepackage{pith}
\pithnumber{KVVXU72TZPDEPD3SGM3CT6OSUP}

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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

Energy-Efficient Deep Reinforcement Learning with Spiking Transformers

Receipt and verification

First computed	2026-07-05T01:23:57.586810Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

556b7a7f53cbc6478f72333629f9d2a3f900c11f5f5afb2b42f46b6eb516f2ea

Aliases

arxiv: 2003.01157 · arxiv_version: 2003.01157v2 · doi: 10.48550/arxiv.2003.01157 · pith_short_12: KVVXU72TZPDE · pith_short_16: KVVXU72TZPDEPD3S · pith_short_8: KVVXU72T

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/KVVXU72TZPDEPD3SGM3CT6OSUP \
  | 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: 556b7a7f53cbc6478f72333629f9d2a3f900c11f5f5afb2b42f46b6eb516f2ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f8eb8eb95a7cc9971e65850a09e834983ea48af35526f5b4ad4cfd4c1f4a952",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2020-03-02T19:39:16Z",
    "title_canon_sha256": "14bce41a8b4447645a0e3edf46d143a4088676a50a393c92455541727229edab"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.01157",
    "kind": "arxiv",
    "version": 2
  }
}