Pith Number

pith:CFHXQC6A

pith:2025:CFHXQC6ATRQ3VLBUM2UPROKD7Q

not attested not anchored not stored refs pending

Training-Free Guidance Beyond Differentiability: Scalable Path Steering with Tree Search in Diffusion and Flow Models

Hui Yuan, Mengdi Wang, Yingqing Guo, Yukang Yang

arxiv:2502.11420 v3 · 2025-02-17 · cs.LG

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\usepackage{pith}
\pithnumber{CFHXQC6ATRQ3VLBUM2UPROKD7Q}

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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

7 papers in Pith

x-Prediction Is All You Need:Training-Free Accelerated Generation via Endpoint Decodability

Sequentially-Controlled Interactive Multi-Particle Flow-Maps for Online Feedback-Driven Search

Flow-Direct: Feedback-Efficient and Reusable Guidance for Flow Models via Non-Parametric Guidance Field

Inference-Time Scaling in Diffusion Models through Iterative Partial Refinement

HardFlow: Hard-Constrained Sampling for Flow-Matching Models via Trajectory Optimization

Receipt and verification

First computed	2026-07-05T11:19:24.504562Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

114f780bc09c61baac3466a8f8b943fc31bba1785c31935b182643055cd2ed1b

Aliases

arxiv: 2502.11420 · arxiv_version: 2502.11420v3 · doi: 10.48550/arxiv.2502.11420 · pith_short_12: CFHXQC6ATRQ3 · pith_short_16: CFHXQC6ATRQ3VLBU · pith_short_8: CFHXQC6A

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/CFHXQC6ATRQ3VLBUM2UPROKD7Q \
  | 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: 114f780bc09c61baac3466a8f8b943fc31bba1785c31935b182643055cd2ed1b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "63869e599ad8736809b25b4f581db51e308a7636fbc1c71a4dbca8e5b94a1b0a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-17T04:20:39Z",
    "title_canon_sha256": "d8efc798283c7fa52ea33bced205ca2ee08b7a287d649435b7a9d61e73e20ca8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.11420",
    "kind": "arxiv",
    "version": 3
  }
}