Pith Number

pith:B2GPPUQW

pith:2024:B2GPPUQW4OI2IJEESTGSW5CM2Y

not attested not anchored not stored refs pending

MAD-TD: Model-Augmented Data stabilizes High Update Ratio RL

Amir-massoud Farahmand, Claas A Voelcker, Eric Eaton, Igor Gilitschenski, Marcel Hussing

arxiv:2410.08896 v2 · 2024-10-11 · 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{B2GPPUQW4OI2IJEESTGSW5CM2Y}

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

Scaling DRL for Decision Making: A Survey on Data, Network, and Training Budget Strategies

Receipt and verification

First computed	2026-07-05T10:43:40.117508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e8cf7d216e391a4248494cd2b744cd632c772353f234c11231a8833a763bc0a

Aliases

arxiv: 2410.08896 · arxiv_version: 2410.08896v2 · doi: 10.48550/arxiv.2410.08896 · pith_short_12: B2GPPUQW4OI2 · pith_short_16: B2GPPUQW4OI2IJEE · pith_short_8: B2GPPUQW

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/B2GPPUQW4OI2IJEESTGSW5CM2Y \
  | 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: 0e8cf7d216e391a4248494cd2b744cd632c772353f234c11231a8833a763bc0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5bd9d3ba8b6a5c86ae9306d56041af20857aef4d6d950e2caafbb8269a0047ee",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-11T15:13:17Z",
    "title_canon_sha256": "7b4ec6de55587974f48a383d82130299ee9d5887b633c2004e474e1b284d4af1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.08896",
    "kind": "arxiv",
    "version": 2
  }
}