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Pith Number

pith:HG6YFJNK

pith:2026:HG6YFJNKAEZ76FAIZJ67CZ2CHC
not attested not anchored not stored refs pending

Training Diffusion Language Models for Black-Box Optimization

Can Chen, Christopher Pal, Haolun Wu, Jiayao Gu, Xue Liu, Ye Yuan, Zipeng Sun

arxiv:2603.17919 v2 · 2026-03-18 · cs.CE

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\usepackage{pith}
\pithnumber{HG6YFJNKAEZ76FAIZJ67CZ2CHC}

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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

Receipt and verification
First computed 2026-05-26T01:03:28.263789Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

39bd82a5aa0133ff1408ca7df1674238868c782a0dbcc6a13b456ad03d73c4e0

Aliases

arxiv: 2603.17919 · arxiv_version: 2603.17919v2 · doi: 10.48550/arxiv.2603.17919 · pith_short_12: HG6YFJNKAEZ7 · pith_short_16: HG6YFJNKAEZ76FAI · pith_short_8: HG6YFJNK
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/HG6YFJNKAEZ76FAIZJ67CZ2CHC \
  | 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: 39bd82a5aa0133ff1408ca7df1674238868c782a0dbcc6a13b456ad03d73c4e0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d60d90ffa8161e2e385a5a4e0a993546ac480caaf3ba613c55f312b7c825af9a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2026-03-18T16:56:23Z",
    "title_canon_sha256": "299e2a5f9131429396092f05ec40857ef80bd36ae35540da994b17ae08bdc762"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.17919",
    "kind": "arxiv",
    "version": 2
  }
}