Pith Number

pith:TOAWZZWE

pith:2024:TOAWZZWEJH36NKXJCWKF2IZUE5

not attested not anchored not stored refs pending

Post-Training Statistical Calibration for Higher Activation Sparsity

Nilesh Jain, Vui Seng Chua, Yujie Pan

arxiv:2412.07174 v1 · 2024-12-10 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TOAWZZWEJH36NKXJCWKF2IZUE5}

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

3 papers in Pith

Bug or Feature$^2$: Weight Drift, Activation Sparsity and Spikes

Motivating Next-Gen Accelerators with Flexible (N:M) Activation Sparsity via Benchmarking Lightweight Post-Training Sparsification Approaches

Receipt and verification

First computed	2026-07-05T09:47:05.145264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b816ce6c449f7e6aae915945d2334276e9c5aeb0b8ed67b0b16c3b8e39bd834

Aliases

arxiv: 2412.07174 · arxiv_version: 2412.07174v1 · doi: 10.48550/arxiv.2412.07174 · pith_short_12: TOAWZZWEJH36 · pith_short_16: TOAWZZWEJH36NKXJ · pith_short_8: TOAWZZWE

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/TOAWZZWEJH36NKXJCWKF2IZUE5 \
  | 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: 9b816ce6c449f7e6aae915945d2334276e9c5aeb0b8ed67b0b16c3b8e39bd834

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb36ddc03df0dc222f20e648bea2844f68c27f369da07ba12ee1fc291468c36d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-10T04:15:39Z",
    "title_canon_sha256": "02ae81dd832c61188c7cfa1f05a532aa8ce90f714551c3913cdff80533d6f5b3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.07174",
    "kind": "arxiv",
    "version": 1
  }
}