Pith Number

pith:KI6DFW63

pith:2025:KI6DFW63AVQ72R45XHLOITVFWT

not attested not anchored not stored refs pending

TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning

Chengkai Xu, Dong Chen, Jian Sun, Jiaqi Liu, Peng Hang, Shiyu Fang, Yiming Cui

arxiv:2502.01387 v3 · 2025-02-03 · cs.AI · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KI6DFW63AVQ72R45XHLOITVFWT}

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

LLM-Enhanced Multi-Agent Reinforcement Learning with Expert Workflow for Real-Time P2P Energy Trading

Receipt and verification

First computed	2026-07-05T10:17:15.664828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

523c32dbdb0561fd479db9d6e44ea5b4f832d98b7cfca8d4e438e00ac1e168a1

Aliases

arxiv: 2502.01387 · arxiv_version: 2502.01387v3 · doi: 10.48550/arxiv.2502.01387 · pith_short_12: KI6DFW63AVQ7 · pith_short_16: KI6DFW63AVQ72R45 · pith_short_8: KI6DFW63

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/KI6DFW63AVQ72R45XHLOITVFWT \
  | 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: 523c32dbdb0561fd479db9d6e44ea5b4f832d98b7cfca8d4e438e00ac1e168a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "917aa28c65598d91ce90c99d0b019d2fd66c01cbc6d52ba218a9978ac507c876",
    "cross_cats_sorted": [
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-03T14:22:03Z",
    "title_canon_sha256": "190b0173932657ee03c9966dad0c29192a73b539c6ac0636570a7ca894daac2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.01387",
    "kind": "arxiv",
    "version": 3
  }
}