Pith Number

pith:5ORD5BKP

pith:2020:5ORD5BKPMRH2UDKK7X7VVCLBFO

not attested not anchored not stored refs pending

Assessment of Reward Functions in Reinforcement Learning for Multi-Modal Urban Traffic Control under Real-World limitations

Alvaro Cabrejas-Egea, Colm Connaughton

arxiv:2010.08819 v1 · 2020-10-17 · cs.LG · 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{5ORD5BKPMRH2UDKK7X7VVCLBFO}

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	2026-07-05T01:43:45.717808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eba23e854f644faa0d4afdff5a89612b9ae604e6f7fbc2aad0083c5f56f3f0ab

Aliases

arxiv: 2010.08819 · arxiv_version: 2010.08819v1 · doi: 10.48550/arxiv.2010.08819 · pith_short_12: 5ORD5BKPMRH2 · pith_short_16: 5ORD5BKPMRH2UDKK · pith_short_8: 5ORD5BKP

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/5ORD5BKPMRH2UDKK7X7VVCLBFO \
  | 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: eba23e854f644faa0d4afdff5a89612b9ae604e6f7fbc2aad0083c5f56f3f0ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7de556b84d776fa9db3984fb07baf48b58ae5023287a70a2c7baad242fda17ca",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-17T16:20:33Z",
    "title_canon_sha256": "81e1c0d1e45159f6509b2d794640941c62789f18634040f018e2f2025888d8f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.08819",
    "kind": "arxiv",
    "version": 1
  }
}