Pith Number

pith:NY5F7XMA

pith:2021:NY5F7XMAAHRZP4KDNZYH35X7JE

not attested not anchored not stored refs pending

Faster Deep Reinforcement Learning with Slower Online Network

Alexander J. Smola, Kavosh Asadi, Michael L. Littman, Omer Gottesman, Rasool Fakoor, Taesup Kim

arxiv:2112.05848 v3 · 2021-12-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NY5F7XMAAHRZP4KDNZYH35X7JE}

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	2026-07-05T06:01:55.833603Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e3a5fdd8001e397f1436e707df6ff49231fc9945294857f44ef35a901123435

Aliases

arxiv: 2112.05848 · arxiv_version: 2112.05848v3 · doi: 10.48550/arxiv.2112.05848 · pith_short_12: NY5F7XMAAHRZ · pith_short_16: NY5F7XMAAHRZP4KD · pith_short_8: NY5F7XMA

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/NY5F7XMAAHRZP4KDNZYH35X7JE \
  | 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: 6e3a5fdd8001e397f1436e707df6ff49231fc9945294857f44ef35a901123435

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "78cccab2d3f3d721ebd8a06b710cd323d7e560b1c8059a384add94512dc45e23",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-10T22:07:06Z",
    "title_canon_sha256": "80fe4b4191e1b14571a0c4ba340926ae581c200a96829eb2755bc0b53f4dd609"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.05848",
    "kind": "arxiv",
    "version": 3
  }
}