Pith Number

pith:T4UY6XZF

pith:2023:T4UY6XZFLHA4A4K5SAQEA4A7G4

not attested not anchored not stored refs pending

O3D: Offline Data-driven Discovery and Distillation for Sequential Decision-Making with Large Language Models

Deepeka Garg, Jared Vann, Mengda Xu, Sumitra Ganesh, Udari Madhushani, Yanchao Sun, Yuchen Xiao

arxiv:2310.14403 v5 · 2023-10-22 · 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{T4UY6XZFLHA4A4K5SAQEA4A7G4}

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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

1 paper in Pith

Test-Time Deep Thinking to Explore Implicit Rules

Receipt and verification

First computed	2026-07-05T07:49:15.504653Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f298f5f2559c1c0715d902040701f3729c33a398d6c964c1bc74d7a42d0910a

Aliases

arxiv: 2310.14403 · arxiv_version: 2310.14403v5 · doi: 10.48550/arxiv.2310.14403 · pith_short_12: T4UY6XZFLHA4 · pith_short_16: T4UY6XZFLHA4A4K5 · pith_short_8: T4UY6XZF

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/T4UY6XZFLHA4A4K5SAQEA4A7G4 \
  | 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: 9f298f5f2559c1c0715d902040701f3729c33a398d6c964c1bc74d7a42d0910a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1afa54bbf9a643763912a43bd12f6b885425da2ea6dd001185dafea36171fdc0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-10-22T20:28:33Z",
    "title_canon_sha256": "a02d3750d86b98e24582cc7b4698f3e9f50c7f6a3079d046646ecdca73f5ccbd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.14403",
    "kind": "arxiv",
    "version": 5
  }
}