Pith Number

pith:EQ46P5IJ

pith:2024:EQ46P5IJYEMXVM2KZVAZTFXL7B

not attested not anchored not stored refs pending

Entropy-regularized Diffusion Policy with Q-Ensembles for Offline Reinforcement Learning

Jens Sj\"olund, Per Mattsson, Ruoqi Zhang, Thomas B. Sch\"on, Ziwei Luo

arxiv:2402.04080 v3 · 2024-02-06 · cs.LG · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EQ46P5IJYEMXVM2KZVAZTFXL7B}

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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

Ensemble RL through Classifier Models: Enhancing Risk-Return Trade-offs in Trading Strategies

Receipt and verification

First computed	2026-07-05T09:58:18.792569Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2439e7f509c1197ab34acd419996ebf862935ab2cb91d80431f43b7c087dc2d3

Aliases

arxiv: 2402.04080 · arxiv_version: 2402.04080v3 · doi: 10.48550/arxiv.2402.04080 · pith_short_12: EQ46P5IJYEMX · pith_short_16: EQ46P5IJYEMXVM2K · pith_short_8: EQ46P5IJ

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/EQ46P5IJYEMXVM2KZVAZTFXL7B \
  | 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: 2439e7f509c1197ab34acd419996ebf862935ab2cb91d80431f43b7c087dc2d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "877b3c6c95e691d696fc19c1b5ffd7a7712a94961c058dd5b22bdadfa15bdc48",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T15:34:30Z",
    "title_canon_sha256": "0bdb3697c2f9832a9da9815eac6325cc1ca198f3aa052603be659ab8eb73f323"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04080",
    "kind": "arxiv",
    "version": 3
  }
}