Pith Number

pith:RS3YL6XW

pith:2026:RS3YL6XWV2BA3NNDYXMA3OWBOQ

not attested not anchored not stored refs pending

LLM-ACES: Closed-Loop Discovery of Dynamical Systems with LLM-Guided Adaptive Search

Chandan K. Reddy, Naren Ramakrishnan, Nikhil Abhyankar, Sanchit Kabra, Sha Li, Yulia Gel

arxiv:2606.25039 v1 · 2026-06-23 · cs.LG · cs.AI · cs.CL · math.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RS3YL6XWV2BA3NNDYXMA3OWBOQ}

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	2026-06-25T00:18:15.722438Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8cb785faf6ae820db5a3c5d80dbac174282a5a38de1ac572cf99052a10e1d6fa

Aliases

arxiv: 2606.25039 · arxiv_version: 2606.25039v1 · doi: 10.48550/arxiv.2606.25039 · pith_short_12: RS3YL6XWV2BA · pith_short_16: RS3YL6XWV2BA3NND · pith_short_8: RS3YL6XW

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/RS3YL6XWV2BA3NNDYXMA3OWBOQ \
  | 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: 8cb785faf6ae820db5a3c5d80dbac174282a5a38de1ac572cf99052a10e1d6fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c691f1a63bf194750f7122cfb7f873a64002265ca09197380ae68746afc3f2b7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "math.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-23T18:00:52Z",
    "title_canon_sha256": "c493552590689ebb7ece6c88a2653ecb89d7b34b79822154c8c3aabc023defcf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25039",
    "kind": "arxiv",
    "version": 1
  }
}