Pith Number

pith:6XXLTHIV

pith:2025:6XXLTHIVQOULKAQMXODEWZRBJL

not attested not anchored not stored refs pending

Reward Design for Reinforcement Learning Agents

Rati Devidze

arxiv:2503.21949 v1 · 2025-03-27 · 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{6XXLTHIVQOULKAQMXODEWZRBJL}

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

PR-CAD: Progressive Refinement for Unified Controllable and Faithful Text-to-CAD Generation with Large Language Models

Receipt and verification

First computed	2026-07-05T10:40:44.857190Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5eeb99d1583a8b5020cbb864b66214ac05f5542a01ec43bde8602b073ac3714

Aliases

arxiv: 2503.21949 · arxiv_version: 2503.21949v1 · doi: 10.48550/arxiv.2503.21949 · pith_short_12: 6XXLTHIVQOUL · pith_short_16: 6XXLTHIVQOULKAQM · pith_short_8: 6XXLTHIV

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/6XXLTHIVQOULKAQMXODEWZRBJL \
  | 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: f5eeb99d1583a8b5020cbb864b66214ac05f5542a01ec43bde8602b073ac3714

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "988ae4fa119ebc31fcc364c6f3b6d8ff4b5f07e948e9f29502de208973aa1196",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-27T19:48:02Z",
    "title_canon_sha256": "78fec94f6b51d90f0f67575de7cf8e648dd1220f16399a543b5a11c2aa6e3507"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.21949",
    "kind": "arxiv",
    "version": 1
  }
}