Pith Number

pith:D6SPNUM5

pith:2024:D6SPNUM5JFQB6LD2GAWYECBEIT

not attested not anchored not stored refs pending

Mitigating the Impact of Outlier Channels for Language Model Quantization with Activation Regularization

Aniruddha Nrusimha, Dan Alistarh, Mayank Mishra, Naigang Wang, Rameswar Panda, Yoon Kim

arxiv:2404.03605 v2 · 2024-04-04 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{D6SPNUM5JFQB6LD2GAWYECBEIT}

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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

Four Over Six: More Accurate NVFP4 Quantization with Adaptive Block Scaling

Colinearity Decay: Training Quantization-Friendly ViTs with Outlier Decay

Receipt and verification

First computed	2026-07-05T08:59:27.021193Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1fa4f6d19d49601f2c7a302d82082444fdd298497d971a7d64245b2610ef3020

Aliases

arxiv: 2404.03605 · arxiv_version: 2404.03605v2 · doi: 10.48550/arxiv.2404.03605 · pith_short_12: D6SPNUM5JFQB · pith_short_16: D6SPNUM5JFQB6LD2 · pith_short_8: D6SPNUM5

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/D6SPNUM5JFQB6LD2GAWYECBEIT \
  | 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: 1fa4f6d19d49601f2c7a302d82082444fdd298497d971a7d64245b2610ef3020

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2fa1839858707ae98eb86221f5484fd3f8a2808ddf2ee9934fdc579e996ec237",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-04T17:25:30Z",
    "title_canon_sha256": "dc416c678190359daf698cc53b48bcd5d28180ddcfa87d23fdb2255db3106e2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03605",
    "kind": "arxiv",
    "version": 2
  }
}