Pith Number

pith:TZPT2YHY

pith:2022:TZPT2YHYMWQSQG6QKWFF4BSTWA

not attested not anchored not stored refs pending

Controlling Commercial Cooling Systems Using Reinforcement Learning

Brian Kirkman, Chenyu Zhao, Chu-Ming Chang, Cosmin Paduraru, Crystal Qian, Daniel J. Mankowitz, Dave Uden, David Parish, Deeni Fatiha, Frank Altamura, Hootan Nakhost, Jared Quincy Davis, Jason Law, Jerry Li, Jerry Luo, Joel Gouker, Juliet Rothenberg, Lee Cline, Mandeep Waraich, Mingyan Fan, Molly Carlin, Neil Satra, Ningjia Wu, Octavian Voicu, Patrick Tonker, Peter Dolan, Praneet Dutta, Rob Rose, Satish Tallapaka, Scott Munns, Sims Witherspoon, Ted Li, Tinglin Liu, Warren Buddy Bryan, Xingwei Yang, Yuri Chervonyi

arxiv:2211.07357 v2 · 2022-11-11 · 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{TZPT2YHYMWQSQG6QKWFF4BSTWA}

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.

Cited by

1 paper in Pith

Position: RL Researchers Need to Distinguish Between Solving Simulators and Using Simulators as a Proxy

Receipt and verification

First computed	2026-07-05T05:25:17.432224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e5f3d60f865a1281bd0558a5e0653b03eee7a3a76152cc47526320918f41a1c

Aliases

arxiv: 2211.07357 · arxiv_version: 2211.07357v2 · doi: 10.48550/arxiv.2211.07357 · pith_short_12: TZPT2YHYMWQS · pith_short_16: TZPT2YHYMWQSQG6Q · pith_short_8: TZPT2YHY

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/TZPT2YHYMWQSQG6QKWFF4BSTWA \
  | 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: 9e5f3d60f865a1281bd0558a5e0653b03eee7a3a76152cc47526320918f41a1c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd162aafbf1be05ae08955f2ebc72ed123dbfe0d701674eae8ea50796f2d86d4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-11T17:48:13Z",
    "title_canon_sha256": "a601339b1c22aa1a5b81ffb956f5b8f09567a2d100d840a3de1806879f6e0b26"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.07357",
    "kind": "arxiv",
    "version": 2
  }
}