Pith Number

pith:VANSSWY2

pith:2021:VANSSWY2JPXXDASPWQLFNTVHOM

not attested not anchored not stored refs pending

Reducing the Deployment-Time Inference Control Costs of Deep Reinforcement Learning Agents via an Asymmetric Architecture

Chao-Hsien Ting, Chin-Jui Chang, Chun-Yi Lee, Hao-Kang Liu, Yu-Wei Chu, Zhang-Wei Hong

arxiv:2105.14471 v1 · 2021-05-30 · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VANSSWY2JPXXDASPWQLFNTVHOM}

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	2026-07-05T02:44:24.295494Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a81b295b1a4bef71824fb41656cea7730c807dd8687ac08d2e74eb1e334d87b3

Aliases

arxiv: 2105.14471 · arxiv_version: 2105.14471v1 · doi: 10.48550/arxiv.2105.14471 · pith_short_12: VANSSWY2JPXX · pith_short_16: VANSSWY2JPXXDASP · pith_short_8: VANSSWY2

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/VANSSWY2JPXXDASPWQLFNTVHOM \
  | 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: a81b295b1a4bef71824fb41656cea7730c807dd8687ac08d2e74eb1e334d87b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dc5ddebbc9e21203c5c7074471749bf8c91bd27c0051217d0316acf41e55f6f9",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-05-30T09:14:39Z",
    "title_canon_sha256": "1d85bc3004f6cad93044b933cb0b8f9f0a1515e6d654ba0d19fa5283d058cdbd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.14471",
    "kind": "arxiv",
    "version": 1
  }
}