Pith Number

pith:AP45VC5I

pith:2024:AP45VC5IUSDC76GTCCZ2LKOTOW

not attested not anchored not stored refs pending

Effective Reward Specification in Deep Reinforcement Learning

Julien Roy

arxiv:2412.07177 v1 · 2024-12-10 · 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{AP45VC5IUSDC76GTCCZ2LKOTOW}

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	2026-07-05T09:47:05.237371Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03f9da8ba8a4862ff8d310b3a5a9d375b955432f363acd411beeac2b50108ed3

Aliases

arxiv: 2412.07177 · arxiv_version: 2412.07177v1 · doi: 10.48550/arxiv.2412.07177 · pith_short_12: AP45VC5IUSDC · pith_short_16: AP45VC5IUSDC76GT · pith_short_8: AP45VC5I

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/AP45VC5IUSDC76GTCCZ2LKOTOW \
  | 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: 03f9da8ba8a4862ff8d310b3a5a9d375b955432f363acd411beeac2b50108ed3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "33ac6d6e06b4f51f585b24a815c268ea9b24e0f1e8976a255c0b176af6190d13",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T04:22:11Z",
    "title_canon_sha256": "667e609d69503f6150a2e61947815de1a5acffbdfa81e56ad5f5bd02fc33b607"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07177",
    "kind": "arxiv",
    "version": 1
  }
}