Pith Number

pith:KPTYELAU

pith:2026:KPTYELAUWINYPSHD4ZEMYSOYQN

not attested not anchored not stored refs pending

Contextual Quality-Diversity Evolutionary Reinforcement Learning for HVAC Control in Tropical Commercial Buildings

Tran Le Vu

arxiv:2608.11324 v1 · 2026-08-11 · cs.LG · cs.AI · cs.NE · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KPTYELAUWINYPSHD4ZEMYSOYQN}

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	2026-08-13T00:21:35.656450Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53e7822c14b21b87c8e3e648cc49d8834bba12fd4dd817f67e68062bfaf0a88a

Aliases

arxiv: 2608.11324 · arxiv_version: 2608.11324v1 · doi: 10.48550/arxiv.2608.11324 · pith_short_12: KPTYELAUWINY · pith_short_16: KPTYELAUWINYPSHD · pith_short_8: KPTYELAU

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/KPTYELAUWINYPSHD4ZEMYSOYQN \
  | 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: 53e7822c14b21b87c8e3e648cc49d8834bba12fd4dd817f67e68062bfaf0a88a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bacba7a61d4b2e0636dde44dd3f80c579225d554aeb23145f89d98343d7ac37e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-11T18:16:59Z",
    "title_canon_sha256": "a5434343ed82b0230e2b9531c9e01a35608b8828ed94830c6a3b35eac86dcd4c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.11324",
    "kind": "arxiv",
    "version": 1
  }
}