Pith Number

pith:ASZXOHP5

pith:2018:ASZXOHP5AKY5KZTPHO6GAKJOHG

not attested not anchored not stored refs pending

Accelerated Methods for Deep Reinforcement Learning

Adam Stooke, Pieter Abbeel

arxiv:1803.02811 v2 · 2018-03-07 · cs.LG · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ASZXOHP5AKY5KZTPHO6GAKJOHG}

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.

Cited by

3 papers in Pith

Scaling Laws for Transfer

A General Language Assistant as a Laboratory for Alignment

Language Models (Mostly) Know What They Know

Receipt and verification

First computed	2026-05-17T23:56:34.113539Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04b3771dfd02b1d5666f3bbc60292e39ae31509555cabd7dc5636b4f04fc110d

Aliases

arxiv: 1803.02811 · arxiv_version: 1803.02811v2 · doi: 10.48550/arxiv.1803.02811 · pith_short_12: ASZXOHP5AKY5 · pith_short_16: ASZXOHP5AKY5KZTP · pith_short_8: ASZXOHP5

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/ASZXOHP5AKY5KZTPHO6GAKJOHG \
  | 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: 04b3771dfd02b1d5666f3bbc60292e39ae31509555cabd7dc5636b4f04fc110d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdb243f859b86cb3630870c0ff7ae7191c84601fa625109124e05cf4160c4788",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-03-07T18:39:12Z",
    "title_canon_sha256": "9f5bc62d3bc7ef0e564f882a65c53c62e2684d07aa9e986d4e213f92b3107c08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.02811",
    "kind": "arxiv",
    "version": 2
  }
}