Pith Number

pith:JV5TFSLL

pith:2026:JV5TFSLLRTJJWBHLZYJKVOKFH2

not attested not anchored not stored refs pending

Preference-Conditioned Multi-Objective Reinforcement Learning for Runtime-Tunable Transit Signal Priority

Philip-Roman Adam, Stefanie Schmidtner

arxiv:2607.18286 v1 · 2026-06-30 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JV5TFSLLRTJJWBHLZYJKVOKFH2}

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	2026-07-22T00:22:40.139354Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4d7b32c96b8cd29b04ebce12aab9453eac6d01837329e6c239f277eec8c6e960

Aliases

arxiv: 2607.18286 · arxiv_version: 2607.18286v1 · doi: 10.48550/arxiv.2607.18286 · pith_short_12: JV5TFSLLRTJJ · pith_short_16: JV5TFSLLRTJJWBHL · pith_short_8: JV5TFSLL

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/JV5TFSLLRTJJWBHLZYJKVOKFH2 \
  | 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: 4d7b32c96b8cd29b04ebce12aab9453eac6d01837329e6c239f277eec8c6e960

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e937f2a48e400286e361bb48f1f8f3cbba87c7f2117e2218729f4dfa43803522",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-30T09:57:39Z",
    "title_canon_sha256": "34563ff231b145a06dc83b3b0f85ad6659e73526c002e58abbacc05502ce18d1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.18286",
    "kind": "arxiv",
    "version": 1
  }
}