Pith Number

pith:7DER3Q5I

pith:2026:7DER3Q5I4GSVJMI2VOIMX5UFQT

not attested not anchored not stored refs pending

Concurrent Image Understanding and Generation: Self-Correcting Coupled Markov Jump Processes

Aaron Germuth, Alexandros Lattas, Amit Raj, Armand Comas, Dimitris Samaras, Di Qiu, Minh-Quan Le, Pedro V\'elez, Stylianos Moschoglou, Thabo Beeler

arxiv:2607.13188 v1 · 2026-07-14 · 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{7DER3Q5I4GSVJMI2VOIMX5UFQT}

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.

Receipt and verification

First computed	2026-07-16T00:22:01.977997Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f8c91dc3a8e1a554b11aab90cbf68584e10007a7355f0b50fa25186bcefb2cae

Aliases

arxiv: 2607.13188 · arxiv_version: 2607.13188v1 · doi: 10.48550/arxiv.2607.13188 · pith_short_12: 7DER3Q5I4GSV · pith_short_16: 7DER3Q5I4GSVJMI2 · pith_short_8: 7DER3Q5I

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/7DER3Q5I4GSVJMI2VOIMX5UFQT \
  | 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: f8c91dc3a8e1a554b11aab90cbf68584e10007a7355f0b50fa25186bcefb2cae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a73420eae8d97d4ca4faba4468f8d1caa93d766eeaeb1e7b14597f59753084d0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-14T18:39:29Z",
    "title_canon_sha256": "1760f15a81fddb087d49be7f39208aae850f41ea938032aa6157decb88843b5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.13188",
    "kind": "arxiv",
    "version": 1
  }
}