Pith Number

pith:RWJSQJHR

pith:2021:RWJSQJHRPSXMCZ4WM3XP2H5M7P

not attested not anchored not stored refs pending

Fast and Data-Efficient Training of Rainbow: an Experimental Study on Atari

Dominik Schmidt, Thomas Schmied

arxiv:2111.10247 v1 · 2021-11-19 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RWJSQJHRPSXMCZ4WM3XP2H5M7P}

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

DeGuV: Depth-Guided Visual Reinforcement Learning for Generalization and Interpretability in Manipulation

Receipt and verification

First computed	2026-07-05T03:33:29.970554Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d932824f17caec1679666eefd1facfbc9f65dfdb9b373588e0a3797574c7989

Aliases

arxiv: 2111.10247 · arxiv_version: 2111.10247v1 · doi: 10.48550/arxiv.2111.10247 · pith_short_12: RWJSQJHRPSXM · pith_short_16: RWJSQJHRPSXMCZ4W · pith_short_8: RWJSQJHR

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/RWJSQJHRPSXMCZ4WM3XP2H5M7P \
  | 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: 8d932824f17caec1679666eefd1facfbc9f65dfdb9b373588e0a3797574c7989

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3fcf10a0fc3e16502455d5e5126521199a59ff6fbe6dc30adf4b4f7564955764",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-19T14:37:37Z",
    "title_canon_sha256": "ec3e8d225c83421b544faa2078687b3c35e4d1cc65783b349cb02ab43188a92c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.10247",
    "kind": "arxiv",
    "version": 1
  }
}