Pith Number

pith:PQHGOG6B

pith:2024:PQHGOG6BIICBFSA7G4KFDN2URQ

not attested not anchored not stored refs pending

Reinforcement Learning from Human Feedback for Lane Changing of Autonomous Vehicles in Mixed Traffic

Lu Liu, Maonan Wang, Xi Xiong, Yuting Wang

arxiv:2408.04447 v1 · 2024-08-08 · cs.CE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PQHGOG6BIICBFSA7G4KFDN2URQ}

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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

RLFTSim: Realistic and Controllable Multi-Agent Traffic Simulation via Reinforcement Learning Fine-Tuning

Receipt and verification

First computed	2026-07-05T08:53:33.427392Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c0e671bc1420412c81f371451b7548c3a29bb29885e214c27a4ccd4ba93e226

Aliases

arxiv: 2408.04447 · arxiv_version: 2408.04447v1 · doi: 10.48550/arxiv.2408.04447 · pith_short_12: PQHGOG6BIICB · pith_short_16: PQHGOG6BIICBFSA7 · pith_short_8: PQHGOG6B

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/PQHGOG6BIICBFSA7G4KFDN2URQ \
  | 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: 7c0e671bc1420412c81f371451b7548c3a29bb29885e214c27a4ccd4ba93e226

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8936c6e7037b54a48969ffe2a3f147eaac1bf70beb2bfb89646e927a98d68bd7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2024-08-08T13:18:53Z",
    "title_canon_sha256": "498c297f4e67078b0dbea286c9722e75e145bd68f6888c19f8557e3bcc193378"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.04447",
    "kind": "arxiv",
    "version": 1
  }
}