Pith Number

pith:LTSPTYUW

pith:2025:LTSPTYUWQT3YETW43MC6QP2PT4

not attested not anchored not stored refs pending

What Makes a Good Diffusion Planner for Decision Making?

Dongqi Han, Dongsheng Li, Haofei Lu, Yifei Shen

arxiv:2503.00535 v1 · 2025-03-01 · 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{LTSPTYUWQT3YETW43MC6QP2PT4}

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

4 papers in Pith

Fast and Highly Expressive Policy Learning for Offline Reinforcement Learning via Bootstrapped Flow Q-Learning

GDSD: Reinforcement Learning as Guided Denoiser Self-Distillation for Diffusion Language Models

Generative Auto-Bidding with Unified Modeling and Exploration

Muninn: Your Trajectory Diffusion Model But Faster

Receipt and verification

First computed	2026-07-05T10:22:24.687961Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ce4f9e29684f7824edcdb05e83f4f9f13db0fd9732dc9096130e83302db27d1

Aliases

arxiv: 2503.00535 · arxiv_version: 2503.00535v1 · doi: 10.48550/arxiv.2503.00535 · pith_short_12: LTSPTYUWQT3Y · pith_short_16: LTSPTYUWQT3YETW4 · pith_short_8: LTSPTYUW

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/LTSPTYUWQT3YETW43MC6QP2PT4 \
  | 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: 5ce4f9e29684f7824edcdb05e83f4f9f13db0fd9732dc9096130e83302db27d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42c06f03175842c43e48e250337b100e8ca5783230c4b3459ccddc59c61dbc49",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-01T15:31:14Z",
    "title_canon_sha256": "c7a3e172a5d6baa4ff709eb38c981e8b746bf5d7cdd031c0edf33e23844ef33a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.00535",
    "kind": "arxiv",
    "version": 1
  }
}