Pith Number

pith:EVKUHOBQ

pith:2024:EVKUHOBQS2WYRCB6MCTYY6WLD3

not attested not anchored not stored refs pending

Beyond Throughput and Compression Ratios: Towards High End-to-end Utility of Gradient Compression

Brad Karp, Michael Mitzenmacher, Ran Ben Basat, Shay Vargaftik, Wenchen Han

arxiv:2407.01378 v2 · 2024-07-01 · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EVKUHOBQS2WYRCB6MCTYY6WLD3}

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

PacTrain: Pruning and Adaptive Sparse Gradient Compression for Efficient Collective Communication in Distributed Deep Learning

Receipt and verification

First computed	2026-07-05T09:27:56.158036Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

255543b83096ad88883e60a78c7acb1ec2c1b7386652ec4c359076ffea7423ed

Aliases

arxiv: 2407.01378 · arxiv_version: 2407.01378v2 · doi: 10.48550/arxiv.2407.01378 · pith_short_12: EVKUHOBQS2WY · pith_short_16: EVKUHOBQS2WYRCB6 · pith_short_8: EVKUHOBQ

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/EVKUHOBQS2WYRCB6MCTYY6WLD3 \
  | 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: 255543b83096ad88883e60a78c7acb1ec2c1b7386652ec4c359076ffea7423ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9cc8e4196dbefc26a49027145d7afb7ea535c56b3ae8f8e22e89b0fddba85969",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-01T15:32:28Z",
    "title_canon_sha256": "46cc9a30b332d836da26e7ed80dd2aed1d4ce0ad3825d38cf94e332134ff63fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01378",
    "kind": "arxiv",
    "version": 2
  }
}