Pith Number

pith:RSSLQOGS

pith:2024:RSSLQOGSKAUKNWYR5JEZAA7O4F

not attested not anchored not stored refs pending

A Structure-Aware Framework for Learning Device Placements on Computation Graphs

Guixiang Ma, Heng Ping, Mihai Capota, Nesreen K. Ahmed, Nikos Kanakaris, Panagiotis Kyriakis, Paul Bogdan, Peiyu Zhang, Shahin Nazarian, Shukai Duan, Theodore L. Willke, Xiongye Xiao

arxiv:2405.14185 v2 · 2024-05-23 · cs.LG · cs.PF

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RSSLQOGSKAUKNWYR5JEZAA7O4F}

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	2026-07-05T09:59:46.983848Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ca4b838d25028a6db11ea499003eee14ba2385be34946c771062ff0b26d0e18

Aliases

arxiv: 2405.14185 · arxiv_version: 2405.14185v2 · doi: 10.48550/arxiv.2405.14185 · pith_short_12: RSSLQOGSKAUK · pith_short_16: RSSLQOGSKAUKNWYR · pith_short_8: RSSLQOGS

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/RSSLQOGSKAUKNWYR5JEZAA7O4F \
  | 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: 8ca4b838d25028a6db11ea499003eee14ba2385be34946c771062ff0b26d0e18

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9de8cad6c72dd28580f9a197274d078d8052775a4e272267765f2d21e2bf8d87",
    "cross_cats_sorted": [
      "cs.PF"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T05:29:29Z",
    "title_canon_sha256": "92352589fb7c8e20dc889a9ae3bde15e5bcadec05386669054571e4ed855aacb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14185",
    "kind": "arxiv",
    "version": 2
  }
}