Pith Number

pith:ZQ3AVBL3

pith:2026:ZQ3AVBL37FHNIRYGTPLU3FK56A

not attested not anchored not stored refs pending

MILES: Modular Instruction Memory with Learnable Selection for Self-Improving LLM Reasoning

Dong Gong, Ruilin Tong

arxiv:2607.06974 v1 · 2026-07-08 · cs.CL · 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{ZQ3AVBL37FHNIRYGTPLU3FK56A}

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	2026-07-09T00:19:41.808236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc360a857bf94ed447069bd74d955df00c914792d7caa02da24fdca01e6c7551

Aliases

arxiv: 2607.06974 · arxiv_version: 2607.06974v1 · doi: 10.48550/arxiv.2607.06974 · pith_short_12: ZQ3AVBL37FHN · pith_short_16: ZQ3AVBL37FHNIRYG · pith_short_8: ZQ3AVBL3

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/ZQ3AVBL37FHNIRYGTPLU3FK56A \
  | 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: cc360a857bf94ed447069bd74d955df00c914792d7caa02da24fdca01e6c7551

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdfcea9a5b6e7af63f1fe6ff1553f77db895ee2cf29f91764f5ee2055d3083c0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-08T03:51:37Z",
    "title_canon_sha256": "8a66260aae3c278b31b58e26e2ed31d77a3316a3e84902e971eb561a678c6db4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.06974",
    "kind": "arxiv",
    "version": 1
  }
}