Pith Number

pith:4JZAAIW5

pith:2019:4JZAAIW5LNS7CVDR34SRSVHPOH

not attested not anchored not stored refs pending

A Layered Architecture for Active Perception: Image Classification using Deep Reinforcement Learning

Guangyi Liu, H\'ector Mu\~noz-Avila, Hossein K. Mousavi, Martin Tak\'a\v{c}, Nader Motee, Weihang Yuan

arxiv:1909.09705 v1 · 2019-09-20 · cs.LG · cs.AI · cs.RO · cs.SY · eess.SY · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4JZAAIW5LNS7CVDR34SRSVHPOH}

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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

A Review of Cooperative Multi-Agent Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T00:06:13.564975Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e2720022dd5b65f15471df251954ef71f26ecba7fe822b79e217501ae93d1328

Aliases

arxiv: 1909.09705 · arxiv_version: 1909.09705v1 · doi: 10.48550/arxiv.1909.09705 · pith_short_12: 4JZAAIW5LNS7 · pith_short_16: 4JZAAIW5LNS7CVDR · pith_short_8: 4JZAAIW5

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/4JZAAIW5LNS7CVDR34SRSVHPOH \
  | 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: e2720022dd5b65f15471df251954ef71f26ecba7fe822b79e217501ae93d1328

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a61d6feac87f8846573097a153beec41c7fb211d389d43c4a03ca2340666f03a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-20T19:52:41Z",
    "title_canon_sha256": "06bbf1c4611d28440211b7bbe2af7c30302d398a1e2ca32668c422fef9e9b5ef"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.09705",
    "kind": "arxiv",
    "version": 1
  }
}