Pith Number

pith:YHSQ6WRO

pith:2020:YHSQ6WROVFPTXUD5G2POOFK3UI

not attested not anchored not stored refs pending

Incentive Mechanism Design for Distributed Coded Machine Learning

Jianwei Huang, Lingjie Duan, Ningning Ding, Zhixuan Fang

arxiv:2012.08715 v1 · 2020-12-16 · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YHSQ6WROVFPTXUD5G2POOFK3UI}

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.

Cited by

1 paper in Pith

Gradients: When Markets Meet Fine-tuning -- A Distributed Approach to Model Optimisation

Receipt and verification

First computed	2026-07-05T02:00:02.536766Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c1e50f5a2ea95f3bd07d369ee7155ba22782af678d65530daaaab74b56f66447

Aliases

arxiv: 2012.08715 · arxiv_version: 2012.08715v1 · doi: 10.48550/arxiv.2012.08715 · pith_short_12: YHSQ6WROVFPT · pith_short_16: YHSQ6WROVFPTXUD5 · pith_short_8: YHSQ6WRO

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/YHSQ6WROVFPTXUD5G2POOFK3UI \
  | 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: c1e50f5a2ea95f3bd07d369ee7155ba22782af678d65530daaaab74b56f66447

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "47f9ff4be8e9b2b44c702b9b80f937b2560e1ecd07f765fff5a393c54c4aaa5e",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.GT",
    "submitted_at": "2020-12-16T03:09:15Z",
    "title_canon_sha256": "47e3ee82b153357b7cf6c7a55eafe166436b40a87004488e1ac59dcd9644051c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.08715",
    "kind": "arxiv",
    "version": 1
  }
}