Pith Number

pith:MOFGBBHG

pith:2021:MOFGBBHGOJQETVG2EBWQNV7A6F

not attested not anchored not stored refs pending

A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions

Jiajun Fan

arxiv:2112.04145 v5 · 2021-12-08 · 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{MOFGBBHGOJQETVG2EBWQNV7A6F}

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

1 paper in Pith

Reinforcement Learning with Evolving Rubrics as Rewards for Audio Reasoning

Receipt and verification

First computed	2026-07-05T05:45:25.916361Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

638a6084e6726049d4da206d06d7e0f1794ff2dc642a51eca9d7afea4b8fb412

Aliases

arxiv: 2112.04145 · arxiv_version: 2112.04145v5 · doi: 10.48550/arxiv.2112.04145 · pith_short_12: MOFGBBHGOJQE · pith_short_16: MOFGBBHGOJQETVG2 · pith_short_8: MOFGBBHG

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/MOFGBBHGOJQETVG2EBWQNV7A6F \
  | 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: 638a6084e6726049d4da206d06d7e0f1794ff2dc642a51eca9d7afea4b8fb412

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6b18dc56bdf8d8bdf79c486c207b6641404cda3e8d7f13bce32228ae5640529",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-12-08T06:52:23Z",
    "title_canon_sha256": "2e02310ac04e7ff7c399742f0c04db422dee887365d4254989d2691f06222b99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.04145",
    "kind": "arxiv",
    "version": 5
  }
}