Pith Number

pith:J4DX2DVD

pith:2025:J4DX2DVDFI7RSP6QSR3Q67X2RC

not attested not anchored not stored refs pending

DOPPLER: Dual-Policy Learning for Device Assignment in Asynchronous Dataflow Graphs

Abhinav Jain, Arlei Silva, Chris Jermaine, Daniel Bourgeois, Jiawen Yao, Xinyu Yao, Yuxin Tang, Zhimin Ding

arxiv:2505.23131 v2 · 2025-05-29 · cs.LG · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J4DX2DVDFI7RSP6QSR3Q67X2RC}

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	2026-06-08T01:03:45.292696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f077d0ea32a3f193fd094770f7efa8884414112c73f7feca8eb04353541e8c1

Aliases

arxiv: 2505.23131 · arxiv_version: 2505.23131v2 · doi: 10.48550/arxiv.2505.23131 · pith_short_12: J4DX2DVDFI7R · pith_short_16: J4DX2DVDFI7RSP6Q · pith_short_8: J4DX2DVD

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/J4DX2DVDFI7RSP6QSR3Q67X2RC \
  | 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: 4f077d0ea32a3f193fd094770f7efa8884414112c73f7feca8eb04353541e8c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "720f2bf625f8bcb8174c5e0ec9bb1f6dfb611136771cf1b6761f124708652996",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-29T06:04:32Z",
    "title_canon_sha256": "083e9a35d3ed57afdff3faed86323978781cab2b05f3ccf5306bd01372251dde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.23131",
    "kind": "arxiv",
    "version": 2
  }
}