Pith Number

pith:4HIZSWHC

pith:2023:4HIZSWHCPHGGQAGXVBGCEZPJZS

not attested not anchored not stored refs pending

Reward Scale Robustness for Proximal Policy Optimization via DreamerV3 Tricks

Akarsh Kumar, John P. Dickerson, Joseph Suarez, Ryan Sullivan, Shengyi Huang

arxiv:2310.17805 v1 · 2023-10-26 · cs.LG · 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{4HIZSWHCPHGGQAGXVBGCEZPJZS}

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	2026-07-05T07:05:53.004047Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e1d19958e279cc6800d7a84c2265e9cc8f772fbd2aab3625a6f7b1ac992bef6e

Aliases

arxiv: 2310.17805 · arxiv_version: 2310.17805v1 · doi: 10.48550/arxiv.2310.17805 · pith_short_12: 4HIZSWHCPHGG · pith_short_16: 4HIZSWHCPHGGQAGX · pith_short_8: 4HIZSWHC

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/4HIZSWHCPHGGQAGXVBGCEZPJZS \
  | 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: e1d19958e279cc6800d7a84c2265e9cc8f772fbd2aab3625a6f7b1ac992bef6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d2c3cf86ff59ee60ee1344527c711ebe7e9fb8b5e139b320e906113b327e023",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-26T22:40:30Z",
    "title_canon_sha256": "1d7f822bd7717afbae966c180fff725c568c1cadce95547a9b9ec98d8b306416"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17805",
    "kind": "arxiv",
    "version": 1
  }
}