Pith Number

pith:WX5MAJC4

pith:2018:WX5MAJC4MPQLYBTD4KV7S6ZMKO

not attested not anchored not stored refs pending

Deterministic Implementations for Reproducibility in Deep Reinforcement Learning

Garrett Warnell, Peter Stone, Prabhat Nagarajan

arxiv:1809.05676 v5 · 2018-09-15 · 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{WX5MAJC4MPQLYBTD4KV7S6ZMKO}

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

TRAM: Test-Time Risk Adaptation with Mixture of Agents

Receipt and verification

First computed	2026-05-17T23:43:50.850459Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5fac0245c63e0bc0663e2abf97b2c53b990a3451021da09005f76eeb8359cb4

Aliases

arxiv: 1809.05676 · arxiv_version: 1809.05676v5 · doi: 10.48550/arxiv.1809.05676 · pith_short_12: WX5MAJC4MPQL · pith_short_16: WX5MAJC4MPQLYBTD · pith_short_8: WX5MAJC4

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/WX5MAJC4MPQLYBTD4KV7S6ZMKO \
  | 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: b5fac0245c63e0bc0663e2abf97b2c53b990a3451021da09005f76eeb8359cb4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a8af597a803a671792b9bfe4267d0ddf6cbfe7b7d123ac4d9fafd8c73d7791da",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2018-09-15T08:53:28Z",
    "title_canon_sha256": "a1804dcb25ea328eacf550d250dac728b7cb3d1fbaa28cda48c3a570d9d2d124"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1809.05676",
    "kind": "arxiv",
    "version": 5
  }
}