Pith Number

pith:JWS55NP6

pith:2024:JWS55NP6QTOTNOWDJKDVFCPFSD

not attested not anchored not stored refs pending

D-Flow: Differentiating through Flows for Controlled Generation

Brian Karrer, Heli Ben-Hamu, Itai Gat, Omri Puny, Uriel Singer, Yaron Lipman

arxiv:2402.14017 v2 · 2024-02-21 · 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{JWS55NP6QTOTNOWDJKDVFCPFSD}

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

11 papers in Pith

PG-MAP: Joint MAP Optimization for Inference-Time Alignment of Diffusion and Flow-Matching Models

Diffeomorphic Optimization

How to Guide Your Flow: Few-Step Alignment via Flow Map Reward Guidance

Diffusion Domain Expansion: Learning to Coordinate Pre-trained Diffusion Models

How to Guide Your Flow: Few-Step Alignment via Flow Map Reward Guidance

Receipt and verification

First computed	2026-07-05T08:46:21.791177Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4da5deb5fe84dd36bac34a875289e590fea44a78a6e3d0b13942ed01663e542b

Aliases

arxiv: 2402.14017 · arxiv_version: 2402.14017v2 · doi: 10.48550/arxiv.2402.14017 · pith_short_12: JWS55NP6QTOT · pith_short_16: JWS55NP6QTOTNOWD · pith_short_8: JWS55NP6

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/JWS55NP6QTOTNOWDJKDVFCPFSD \
  | 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: 4da5deb5fe84dd36bac34a875289e590fea44a78a6e3d0b13942ed01663e542b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d69f3e6eb4e707b4db95d712af7dd559faa1d563746f016813f401d615981b31",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-21T18:56:03Z",
    "title_canon_sha256": "d1d03eb591c898d99b429a9f6bd83db106abca117fd7b65cf820912624050fc1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14017",
    "kind": "arxiv",
    "version": 2
  }
}