Pith Number

pith:7Z2LNPZS

pith:2025:7Z2LNPZS6GXPISXI57HRH6F2E6

not attested not anchored not stored refs pending

HERB: Human-augmented Efficient Reinforcement learning for Bin-packing

Atabak Dehban, Egidio Falotico, Gojko Perovic, Gon\c{c}alo Teixeira, Jos\'e Santos-Victor, Nuno Ferreira Duarte

arxiv:2504.16595 v1 · 2025-04-23 · cs.RO · 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{7Z2LNPZS6GXPISXI57HRH6F2E6}

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	2026-07-05T10:53:01.970563Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe74b6bf32f1aef44ae8efcf13f8ba27a52f2405328d9e413184d2f01f998a70

Aliases

arxiv: 2504.16595 · arxiv_version: 2504.16595v1 · doi: 10.48550/arxiv.2504.16595 · pith_short_12: 7Z2LNPZS6GXP · pith_short_16: 7Z2LNPZS6GXPISXI · pith_short_8: 7Z2LNPZS

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/7Z2LNPZS6GXPISXI57HRH6F2E6 \
  | 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: fe74b6bf32f1aef44ae8efcf13f8ba27a52f2405328d9e413184d2f01f998a70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "960bc3bd3e6ecd27a256eff1eb82104dace20b90c82840c64c89a0d6afc4c69c",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2025-04-23T10:24:36Z",
    "title_canon_sha256": "e0d54d023fe32e54bcdcda0a492470900f7bb5c3552fad66b6b9dcb1505ca0ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.16595",
    "kind": "arxiv",
    "version": 1
  }
}