Pith Number

pith:FS2AJ3EQ

pith:2025:FS2AJ3EQOC3GPPZAFQ7BW3VDE2

not attested not anchored not stored refs pending

LearningFlow: Automated Policy Learning Workflow for Urban Driving with Large Language Models

Jun Ma, Lei Zheng, Xu Han, Yubin Wang, Zengqi Peng

arxiv:2501.05057 v1 · 2025-01-09 · cs.RO · cs.AI · 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{FS2AJ3EQOC3GPPZAFQ7BW3VDE2}

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

1 paper in Pith

HCRMP: A LLM-Hinted Contextual Reinforcement Learning Framework for Autonomous Driving

Receipt and verification

First computed	2026-07-05T09:59:03.651177Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2cb404ec9070b667bf202c3e1b6ea326b0485ea5b24ae611b3f2ccabf8e58723

Aliases

arxiv: 2501.05057 · arxiv_version: 2501.05057v1 · doi: 10.48550/arxiv.2501.05057 · pith_short_12: FS2AJ3EQOC3G · pith_short_16: FS2AJ3EQOC3GPPZA · pith_short_8: FS2AJ3EQ

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/FS2AJ3EQOC3GPPZAFQ7BW3VDE2 \
  | 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: 2cb404ec9070b667bf202c3e1b6ea326b0485ea5b24ae611b3f2ccabf8e58723

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e7105da5cb162caf81e5f8674926b991c8e2a6fd6a6de1d94dc28eb9b6b0998",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-01-09T08:28:16Z",
    "title_canon_sha256": "f373372276e0374e8aac46aab9d6053416eed1c7c7ab3b89fc6dea9a60b27413"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.05057",
    "kind": "arxiv",
    "version": 1
  }
}