Pith Number

pith:53VKQEIZ

pith:2024:53VKQEIZK6VE4AAZSOO3JSZEYJ

not attested not anchored not stored refs pending

Revisiting Generative Policies: A Simpler Reinforcement Learning Algorithmic Perspective

Hongsheng Li, Jing Yang, Jinouwen Zhang, Rongkun Xue, Yazhe Niu, Yu Liu, Yun Chen

arxiv:2412.01245 v1 · 2024-12-02 · 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{53VKQEIZK6VE4AAZSOO3JSZEYJ}

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

Analytic Energy-Guided Policy Optimization for Offline Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:42:56.682519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eeeaa8111957aa4e0019939db4cb24c24268dcc5d7d7a6c76a0b9ed04633bb5b

Aliases

arxiv: 2412.01245 · arxiv_version: 2412.01245v1 · doi: 10.48550/arxiv.2412.01245 · pith_short_12: 53VKQEIZK6VE · pith_short_16: 53VKQEIZK6VE4AAZ · pith_short_8: 53VKQEIZ

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/53VKQEIZK6VE4AAZSOO3JSZEYJ \
  | 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: eeeaa8111957aa4e0019939db4cb24c24268dcc5d7d7a6c76a0b9ed04633bb5b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "792c0c8ef63e10586ef39da3e1c570e6f1021064d46a2da20c33a8395c4b6c3d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-02T08:06:07Z",
    "title_canon_sha256": "2b2e365296559b579fe6bab6f0d3ee9b5db683394b94053281f4868a6fbff806"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01245",
    "kind": "arxiv",
    "version": 1
  }
}