Pith Number

pith:CLNFID3B

pith:2024:CLNFID3BS6Z4IUJ5SPWC5LHL43

not attested not anchored not stored refs pending

Flow map matching with stochastic interpolants: A mathematical framework for consistency models

Eric Vanden-Eijnden, Michael S. Albergo, Nicholas M. Boffi

arxiv:2406.07507 v2 · 2024-06-11 · cs.LG · math.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CLNFID3BS6Z4IUJ5SPWC5LHL43}

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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

25 papers in Pith

Posterior Refinement: Fast Language Generation via Any-Order Flow Maps

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

Hacking Generative Perplexity: Why Unconditional Text Evaluation Needs Distributional Metrics

Strong Stochastic Flow Maps

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

Receipt and verification

First computed	2026-07-05T11:14:23.869744Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

12da540f6197b3c4513d93ec2eacebe6d96a387c0ca2de9096caf9a7da082eee

Aliases

arxiv: 2406.07507 · arxiv_version: 2406.07507v2 · doi: 10.48550/arxiv.2406.07507 · pith_short_12: CLNFID3BS6Z4 · pith_short_16: CLNFID3BS6Z4IUJ5 · pith_short_8: CLNFID3B

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/CLNFID3BS6Z4IUJ5SPWC5LHL43 \
  | 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: 12da540f6197b3c4513d93ec2eacebe6d96a387c0ca2de9096caf9a7da082eee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9e8a1e2ff4236f35e55388d45e8c9992da9a287e79b736ddccd849547f071190",
    "cross_cats_sorted": [
      "math.DS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-11T17:41:26Z",
    "title_canon_sha256": "af5d93b72598e62b72782046c0fdcd0fdf4c61d261345cf8294f0284402f5b47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.07507",
    "kind": "arxiv",
    "version": 2
  }
}