Pith Number

pith:IMHGHOU7

pith:2024:IMHGHOU7GJN3YLNKEKT5FUH6G5

not attested not anchored not stored refs pending

Informed Reinforcement Learning for Situation-Aware Traffic Rule Exceptions

Ahmed Abouelazm, Daniel Bogdoll, Jing Qin, J. Marius Z\"ollner, Moritz Nekolla, Tim Joseph

arxiv:2402.04168 v2 · 2024-02-06 · cs.LG · cs.CV · 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{IMHGHOU7GJN3YLNKEKT5FUH6G5}

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.

Receipt and verification

First computed	2026-07-05T10:58:14.539104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

430e63ba9f325bbc2daa22a7d2d0fe374d88bca1c3ba09b67bb3f395aea29719

Aliases

arxiv: 2402.04168 · arxiv_version: 2402.04168v2 · doi: 10.48550/arxiv.2402.04168 · pith_short_12: IMHGHOU7GJN3 · pith_short_16: IMHGHOU7GJN3YLNK · pith_short_8: IMHGHOU7

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/IMHGHOU7GJN3YLNKEKT5FUH6G5 \
  | 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: 430e63ba9f325bbc2daa22a7d2d0fe374d88bca1c3ba09b67bb3f395aea29719

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c59b043675db0e1c3836caa18ce7ff2f7ed59b2d5bf1950f62b0268a124f4f12",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-06T17:24:06Z",
    "title_canon_sha256": "f3123225d12ccd3ddab68568a33bbc72ad9b03791c40f06b739e5be7f9e9b8bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.04168",
    "kind": "arxiv",
    "version": 2
  }
}