Pith Number

pith:RRVY7O6O

pith:2023:RRVY7O6O5SXSYUXRH3OAZSLXPC

not attested not anchored not stored refs pending

Use Your INSTINCT: INSTruction optimization for LLMs usIng Neural bandits Coupled with Transformers

Bryan Kian Hsiang Low, Patrick Jaillet, See-kiong Ng, Wenyang Hu, Xiaoqiang Lin, Yao Shu, Zhaoxuan Wu, Zhongxiang Dai

arxiv:2310.02905 v3 · 2023-10-02 · cs.LG · cs.AI · 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{RRVY7O6O5SXSYUXRH3OAZSLXPC}

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.

Cited by

2 papers in Pith

Towards Spec Learning: Inference-Time Alignment from Preference Pairs

Receipt and verification

First computed	2026-07-05T08:35:38.153454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c6b8fbbceecaf2c52f13edc0cc97778aa68e7a26a49b1fc790a584dd7f27822

Aliases

arxiv: 2310.02905 · arxiv_version: 2310.02905v3 · doi: 10.48550/arxiv.2310.02905 · pith_short_12: RRVY7O6O5SXS · pith_short_16: RRVY7O6O5SXSYUXR · pith_short_8: RRVY7O6O

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/RRVY7O6O5SXSYUXRH3OAZSLXPC \
  | 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: 8c6b8fbbceecaf2c52f13edc0cc97778aa68e7a26a49b1fc790a584dd7f27822

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef221133d3d22427c13414b9c8a5f851c70eb765e8a5a87b0d238378ddd2ff09",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T02:01:16Z",
    "title_canon_sha256": "7ec66cbf8a9cde8a29c8070554295a8973d67b749231b79b6172e01635b3ea94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02905",
    "kind": "arxiv",
    "version": 3
  }
}