Pith Number

pith:CIMM4MMP

pith:2025:CIMM4MMPMW4LJLHM25E2TE4UXC

not attested not anchored not stored refs pending

Oscillation-Reduced MXFP4 Training for Vision Transformers

Haocheng Xi, Jianfei Chen, Jun Zhu, Yuxiang Chen

arxiv:2502.20853 v2 · 2025-02-28 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CIMM4MMPMW4LJLHM25E2TE4UXC}

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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

2 papers in Pith

SharQ: Bridging Activation Sparsity and FP4 Quantization for LLM Inference

Not All NVFP4 QAT Recipes Are Equal: How Architecture and Scale Shape Model Quality for Anomaly Segmentation

Receipt and verification

First computed	2026-07-05T11:34:05.036281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1218ce318f65b8b4acecd749a99394b89af8be6786311733f48421a84d52a120

Aliases

arxiv: 2502.20853 · arxiv_version: 2502.20853v2 · doi: 10.48550/arxiv.2502.20853 · pith_short_12: CIMM4MMPMW4L · pith_short_16: CIMM4MMPMW4LJLHM · pith_short_8: CIMM4MMP

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/CIMM4MMPMW4LJLHM25E2TE4UXC \
  | 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: 1218ce318f65b8b4acecd749a99394b89af8be6786311733f48421a84d52a120

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5f15dd4918498bd292ac8364dc7201542049a266af826671367cebc6bca1fbe2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-28T08:51:55Z",
    "title_canon_sha256": "bfb4950549fe967b7ff566d5a06970944ac02bdf4f71509081ef4e43a1e83531"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.20853",
    "kind": "arxiv",
    "version": 2
  }
}