Pith Number

pith:UVTJDIHQ

pith:2025:UVTJDIHQV2SZSBVOZHTGYMHMVJ

not attested not anchored not stored refs pending

Reinforcement Learning on Reconfigurable Hardware: Overcoming Material Variability in Laser Material Processing

Chang Rajani, David Atienza, Giulio Masinelli, Kilian Wasmer, Patrik Hoffmann

arxiv:2501.19102 v2 · 2025-01-31 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UVTJDIHQV2SZSBVOZHTGYMHMVJ}

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	2026-07-05T10:25:16.717627Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a56691a0f0aea59906aec9e66c30ecaa6c7e2c65b27c40b6cf0131d97d5252e8

Aliases

arxiv: 2501.19102 · arxiv_version: 2501.19102v2 · doi: 10.48550/arxiv.2501.19102 · pith_short_12: UVTJDIHQV2SZ · pith_short_16: UVTJDIHQV2SZSBVO · pith_short_8: UVTJDIHQ

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/UVTJDIHQV2SZSBVOZHTGYMHMVJ \
  | 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: a56691a0f0aea59906aec9e66c30ecaa6c7e2c65b27c40b6cf0131d97d5252e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "77560fe6da304751d1244d25f5548fa80ec53d52445bb94d239271b610657bfa",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T12:51:55Z",
    "title_canon_sha256": "caa22637a91bee0560ee8d9eea71a6d81f365296d91ad5578e67eee84f2b6a69"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19102",
    "kind": "arxiv",
    "version": 2
  }
}