Pith Number

pith:ETVUGFVT

pith:2024:ETVUGFVTJRI7PSGQTYFSSA36OU

not attested not anchored not stored refs pending

PRefLexOR: Preference-based Recursive Language Modeling for Exploratory Optimization of Reasoning and Agentic Thinking

Markus J. Buehler

arxiv:2410.12375 v1 · 2024-10-16 · cs.AI · cond-mat.dis-nn · cond-mat.mes-hall · cond-mat.mtrl-sci · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ETVUGFVTJRI7PSGQTYFSSA36OU}

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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

2 papers in Pith

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review

Receipt and verification

First computed	2026-07-05T09:21:18.066350Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24eb4316b34c51f7c8d09e0b29037e75157c320ad0f5610ab0e70541fdd20d50

Aliases

arxiv: 2410.12375 · arxiv_version: 2410.12375v1 · doi: 10.48550/arxiv.2410.12375 · pith_short_12: ETVUGFVTJRI7 · pith_short_16: ETVUGFVTJRI7PSGQ · pith_short_8: ETVUGFVT

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/ETVUGFVTJRI7PSGQTYFSSA36OU \
  | 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: 24eb4316b34c51f7c8d09e0b29037e75157c320ad0f5610ab0e70541fdd20d50

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "618c9f5694226d6e30c3fc230cc46f6d3fdb122595345ea8c8fa82f204b3f473",
    "cross_cats_sorted": [
      "cond-mat.dis-nn",
      "cond-mat.mes-hall",
      "cond-mat.mtrl-sci",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-16T08:46:26Z",
    "title_canon_sha256": "4d26200b3541540026def8036e39fadcbfaed78e5e2a7d7a65f5c927a724f3bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.12375",
    "kind": "arxiv",
    "version": 1
  }
}