Pith Number

pith:QRSRIGTH

pith:2025:QRSRIGTH7VSCXOEMWX7ENJZ5PR

not attested not anchored not stored refs pending

Sparse Gradient Compression for Fine-Tuning Large Language Models

David H. Yang, Mohammad Mohammadi Amiri, Pin-Yu Chen, Subhajit Chaudhury, Tejaswini Pedapati

arxiv:2502.00311 v1 · 2025-02-01 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QRSRIGTH7VSCXOEMWX7ENJZ5PR}

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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

3 papers in Pith

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL

MLorc: Momentum Low-rank Compression for Memory Efficient Large Language Model Adaptation

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL

Receipt and verification

First computed	2026-07-05T10:08:31.938127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8465141a67fd642bb88cb5fe46a73d7c436b734ddefa8305cd08c32d944cc458

Aliases

arxiv: 2502.00311 · arxiv_version: 2502.00311v1 · doi: 10.48550/arxiv.2502.00311 · pith_short_12: QRSRIGTH7VSC · pith_short_16: QRSRIGTH7VSCXOEM · pith_short_8: QRSRIGTH

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/QRSRIGTH7VSCXOEMWX7ENJZ5PR \
  | 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: 8465141a67fd642bb88cb5fe46a73d7c436b734ddefa8305cd08c32d944cc458

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe603c8ce9361d0ce23be29113ce4e4b46160fb28b8dd6b8992ead9a7252fde9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-01T04:18:28Z",
    "title_canon_sha256": "c6d67b116dfa6e88a2a0ac87815d58c4fc6091c3b9540bf73ec755772be5d35e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00311",
    "kind": "arxiv",
    "version": 1
  }
}