Pith Number

pith:ACP2WLMA

pith:2025:ACP2WLMAV5MNKU4BBIOTZCRJQL

not attested not anchored not stored refs pending

Fast T2T: Optimization Consistency Speeds Up Diffusion-Based Training-to-Testing Solving for Combinatorial Optimization

Hongyuan Zha, Jinpei Guo, Junchi Yan, Runzhong Wang, Yang Li

arxiv:2502.02941 v1 · 2025-02-05 · 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{ACP2WLMAV5MNKU4BBIOTZCRJQL}

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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

1 paper in Pith

GCCM: Enhancing Generative Graph Prediction via Contrastive Consistency Model

Receipt and verification

First computed	2026-07-05T10:09:57.159018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

009fab2d80af58d553810a1d3c8a2982ef9e8ceb95e897fd8020f9df41d1a33e

Aliases

arxiv: 2502.02941 · arxiv_version: 2502.02941v1 · doi: 10.48550/arxiv.2502.02941 · pith_short_12: ACP2WLMAV5MN · pith_short_16: ACP2WLMAV5MNKU4B · pith_short_8: ACP2WLMA

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/ACP2WLMAV5MNKU4BBIOTZCRJQL \
  | 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: 009fab2d80af58d553810a1d3c8a2982ef9e8ceb95e897fd8020f9df41d1a33e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b21958ad5e06677d2178d07b0921deca97aac8504d8ad9e101cb1e86bcb318db",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-05T07:13:43Z",
    "title_canon_sha256": "ff5de921c5641b1f6e3fa8e73c158e8a9c0ac31fba3c993877e4b2d12b4c47c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02941",
    "kind": "arxiv",
    "version": 1
  }
}