Pith Number

pith:H4UIQRAW

pith:2023:H4UIQRAWHGVOGPTFFFD6SMVGVG

not attested not anchored not stored refs pending

Can ChatGPT Enable ITS? The Case of Mixed Traffic Control via Reinforcement Learning

Bibek Poudel, Michael Villarreal, Weizi Li

arxiv:2306.08094 v2 · 2023-06-13 · cs.AI · cs.HC · cs.LG · 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{H4UIQRAWHGVOGPTFFFD6SMVGVG}

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

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support

Receipt and verification

First computed	2026-07-05T06:54:19.085576Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f2888441639aae33e652947e932a6a99315f8b30bcb582fab29bec86484e41c

Aliases

arxiv: 2306.08094 · arxiv_version: 2306.08094v2 · doi: 10.48550/arxiv.2306.08094 · pith_short_12: H4UIQRAWHGVO · pith_short_16: H4UIQRAWHGVOGPTF · pith_short_8: H4UIQRAW

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/H4UIQRAWHGVOGPTFFFD6SMVGVG \
  | 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: 3f2888441639aae33e652947e932a6a99315f8b30bcb582fab29bec86484e41c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2fc0f6bc35d526dd25f68a954b4a36057919a1c9423fd98e891be48fab1324e",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-06-13T19:27:18Z",
    "title_canon_sha256": "6427dc65d95cab75a0e1e623891bf5d7a0f1011dd99b31bc4aa560f71e458f5f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08094",
    "kind": "arxiv",
    "version": 2
  }
}