Pith Number

pith:XZCRRWQ3

pith:2022:XZCRRWQ3NMLAIUSJOQ3ZCQONWY

not attested not anchored not stored refs pending

Federated Learning with Noisy User Feedback

Anil Ramakrishna, Anna Rumshisky, Ansel MacLaughlin, Clement Chung, Jimit Majmudar, Rahul Gupta, Rahul Sharma, Salman Avestimehr

arxiv:2205.03092 v1 · 2022-05-06 · cs.LG · cs.CL · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZCRRWQ3NMLAIUSJOQ3ZCQONWY}

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

Joint Optimization of Training and Inference in Federated Edge Learning via Constrained Multi-Objective Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T04:20:55.857296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be4518da1b6b1604524974379141cdb63b763f08cbb94ccb814241bf0de1981b

Aliases

arxiv: 2205.03092 · arxiv_version: 2205.03092v1 · doi: 10.48550/arxiv.2205.03092 · pith_short_12: XZCRRWQ3NMLA · pith_short_16: XZCRRWQ3NMLAIUSJ · pith_short_8: XZCRRWQ3

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/XZCRRWQ3NMLAIUSJOQ3ZCQONWY \
  | 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: be4518da1b6b1604524974379141cdb63b763f08cbb94ccb814241bf0de1981b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3f964bac2ca7c9804b952ab0ef29991dfa2dbeaaa47feffd993c83aa6b81ff85",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-06T09:14:24Z",
    "title_canon_sha256": "a12aa5136c6a08e1991fbc5d470a25dcf325e60765bcefb4557aad9d463b793c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.03092",
    "kind": "arxiv",
    "version": 1
  }
}