Pith Number

pith:NBASRSUV

pith:2020:NBASRSUVGNQRKDHWHTPTUIB7MO

not attested not anchored not stored refs pending

Assessment of Reward Functions for Reinforcement Learning Traffic Signal Control under Real-World Limitations

Alvaro Cabrejas-Egea, Colm Connaughton, Maksis Knutins, Shaun Howell

arxiv:2008.11634 v2 · 2020-08-26 · cs.AI · cs.LG · cs.NE · 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{NBASRSUVGNQRKDHWHTPTUIB7MO}

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	2026-07-05T02:36:20.264390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

684128ca953361150cf63cdf3a203f63adb324e91f0e23f8a5d8de9fbfca2d77

Aliases

arxiv: 2008.11634 · arxiv_version: 2008.11634v2 · doi: 10.48550/arxiv.2008.11634 · pith_short_12: NBASRSUVGNQR · pith_short_16: NBASRSUVGNQRKDHW · pith_short_8: NBASRSUV

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/NBASRSUVGNQRKDHWHTPTUIB7MO \
  | 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: 684128ca953361150cf63cdf3a203f63adb324e91f0e23f8a5d8de9fbfca2d77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "12be50bc5845478b9405761f9f4f7c1b32021ce7b7524778969f9d916c16ad7b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2020-08-26T15:47:15Z",
    "title_canon_sha256": "3b2d75cbd02a8a4c4c9de6ba1ae631398a3cd7891c569a0acbe0db5125de2a71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.11634",
    "kind": "arxiv",
    "version": 2
  }
}