Pith Number

pith:VUQOLBPT

pith:2021:VUQOLBPTQ3ZA5T7Y767HWI3BC4

not attested not anchored not stored refs pending

Human-Level Control through Directly-Trained Deep Spiking Q-Networks

Guisong Liu, Huajin Tang, Li Huang, Wenjie Deng, Xiurui Xie

arxiv:2201.07211 v3 · 2021-12-13 · cs.NE · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VUQOLBPTQ3ZA5T7Y767HWI3BC4}

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.

Receipt and verification

First computed	2026-07-05T05:59:32.350381Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad20e585f386f20ecff8ffbe7b2361171152d4b551c0f3763986c4598c267868

Aliases

arxiv: 2201.07211 · arxiv_version: 2201.07211v3 · doi: 10.48550/arxiv.2201.07211 · pith_short_12: VUQOLBPTQ3ZA · pith_short_16: VUQOLBPTQ3ZA5T7Y · pith_short_8: VUQOLBPT

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/VUQOLBPTQ3ZA5T7Y767HWI3BC4 \
  | 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: ad20e585f386f20ecff8ffbe7b2361171152d4b551c0f3763986c4598c267868

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb27200f5bb95be1c1a9c9fb93df6078a1e50f0da58f4ac3f1f7392ddf93b314",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2021-12-13T09:46:17Z",
    "title_canon_sha256": "03e85978a4cd08925f4c2a1b116173ed6dc2838adb8da15a0ce17537e94bb5c7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.07211",
    "kind": "arxiv",
    "version": 3
  }
}