Pith Number

pith:7DC5AS6F

pith:2024:7DC5AS6F5A4JAKTRH4LTD6CYDN

not attested not anchored not stored refs pending

Don't Start from Scratch: Behavioral Refinement via Interpolant-based Policy Diffusion

Eugene Lim, Harold Soh, Kaiqi Chen, Kelvin Lin, Yiyang Chen

arxiv:2402.16075 v4 · 2024-02-25 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7DC5AS6F5A4JAKTRH4LTD6CYDN}

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

2 papers in Pith

Global Convergence of Sampling-Based Nonconvex Optimization through Diffusion-Style Smoothing

WarmPrior: Straightening Flow-Matching Policies with Temporal Priors

Receipt and verification

First computed	2026-07-05T08:42:33.333446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8c5d04bc5e838902a713f1731f8581b570221bae5ade82e758625fc549d7fbc

Aliases

arxiv: 2402.16075 · arxiv_version: 2402.16075v4 · doi: 10.48550/arxiv.2402.16075 · pith_short_12: 7DC5AS6F5A4J · pith_short_16: 7DC5AS6F5A4JAKTR · pith_short_8: 7DC5AS6F

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/7DC5AS6F5A4JAKTRH4LTD6CYDN \
  | 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: f8c5d04bc5e838902a713f1731f8581b570221bae5ade82e758625fc549d7fbc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b02d936bb3f52bb6031e0bebbf8da6b919939230ff68bd12382bcf62bebb01ea",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-25T12:19:21Z",
    "title_canon_sha256": "f718369ef216d8761cf0a6a06ba539d84b8a45f851951f761142b12f925dacaa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16075",
    "kind": "arxiv",
    "version": 4
  }
}