Pith Number

pith:FRMFM6SN

pith:2024:FRMFM6SNYAZYC4MSSHH6AQXL3I

not attested not anchored not stored refs pending

Efficient Sequential Decision Making with Large Language Models

Dingyang Chen, Qi Zhang, Yinglun Zhu

arxiv:2406.12125 v2 · 2024-06-17 · cs.LG · 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{FRMFM6SNYAZYC4MSSHH6AQXL3I}

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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

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Receipt and verification

First computed	2026-07-05T11:21:33.482086Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c58567a4dc03381719291cfe042ebda31321e840d1786664bf8842d3a61f63c

Aliases

arxiv: 2406.12125 · arxiv_version: 2406.12125v2 · doi: 10.48550/arxiv.2406.12125 · pith_short_12: FRMFM6SNYAZY · pith_short_16: FRMFM6SNYAZYC4MS · pith_short_8: FRMFM6SN

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/FRMFM6SNYAZYC4MSSHH6AQXL3I \
  | 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: 2c58567a4dc03381719291cfe042ebda31321e840d1786664bf8842d3a61f63c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af85a534050fa7eeded83e5b65f4de13890afe34655477b011ad3c0f052968f5",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-17T22:13:22Z",
    "title_canon_sha256": "f3a6dc5570ae65acac943b3ed3e5a8d5ddff0a59a3c10e3505a37d14090ba7b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12125",
    "kind": "arxiv",
    "version": 2
  }
}