pith. sign in
Pith Number

pith:ZCPL27UW

pith:2026:ZCPL27UWJKWACCKQCRAH77F73P
not attested not anchored not stored refs pending

Scalable Inference-Time Annealing with Surrogate Likelihood Estimators

Daniel Pe\~naherrera, David Ryan Koes, Rishal Aggarwal

arxiv:2605.31498 v1 · 2026-05-29 · cs.LG · q-bio.BM

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ZCPL27UWJKWACCKQCRAH77F73P}

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 2026-06-01T02:04:09.362590Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c89ebd7e964aac01095014407ffcbfdbf0de2f9d710457f4e840f46369582f34

Aliases

arxiv: 2605.31498 · arxiv_version: 2605.31498v1 · doi: 10.48550/arxiv.2605.31498 · pith_short_12: ZCPL27UWJKWA · pith_short_16: ZCPL27UWJKWACCKQ · pith_short_8: ZCPL27UW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ZCPL27UWJKWACCKQCRAH77F73P \
  | 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: c89ebd7e964aac01095014407ffcbfdbf0de2f9d710457f4e840f46369582f34
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "4371f061dc3be660d617ce14f0ce9a671af7dcfa252192fd3dbd4a67fb19dab8",
    "cross_cats_sorted": [
      "q-bio.BM"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-29T16:20:59Z",
    "title_canon_sha256": "335b2fed97c5070049b73a1800a4e3a9dba6eab437b57926c031dcce8ad98407"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31498",
    "kind": "arxiv",
    "version": 1
  }
}