Pith Number

pith:BDAMB6DV

pith:2023:BDAMB6DVWDA32OVZJV7OOKZDZ2

not attested not anchored not stored refs pending

Combining Multi-Objective Bayesian Optimization with Reinforcement Learning for TinyML

Christopher Mutschler, Georgios Kontes, J\"urgen Teich, Mark Deutel

arxiv:2305.14109 v3 · 2023-05-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BDAMB6DVWDA32OVZJV7OOKZDZ2}

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	2026-07-05T10:04:09.743175Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

08c0c0f875b0c1bd3ab94d7ee72b23ceb466ceafa42668810a9872333f4d7b9d

Aliases

arxiv: 2305.14109 · arxiv_version: 2305.14109v3 · doi: 10.48550/arxiv.2305.14109 · pith_short_12: BDAMB6DVWDA3 · pith_short_16: BDAMB6DVWDA32OVZ · pith_short_8: BDAMB6DV

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/BDAMB6DVWDA32OVZJV7OOKZDZ2 \
  | 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: 08c0c0f875b0c1bd3ab94d7ee72b23ceb466ceafa42668810a9872333f4d7b9d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3dad5453699a4c2b570b93783b9cb493749e49836f75ee5ff74041ff46efbb0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-23T14:31:52Z",
    "title_canon_sha256": "679d2e80c1ed0d607356f6b1f2b247d4562b66e0e0814c2a0850bca4e8e66f36"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14109",
    "kind": "arxiv",
    "version": 3
  }
}