Pith Number

pith:JRLS3IQ6

pith:2021:JRLS3IQ6RLLLQTWL6VUCOMN2JP

not attested not anchored not stored refs pending

HERO: Hessian-Enhanced Robust Optimization for Unifying and Improving Generalization and Quantization Performance

Huanrui Yang, Neil Zhenqiang Gong, Xiaoxuan Yang, Yiran Chen

arxiv:2111.11986 v1 · 2021-11-23 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JRLS3IQ6RLLLQTWL6VUCOMN2JP}

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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

1 paper in Pith

When Flat Minima Fail: Characterizing INT4 Quantization Collapse After FP32 Convergence

Receipt and verification

First computed	2026-07-05T03:34:55.146099Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4c572da21e8ad6b84ecbf5682731ba4bc630b9d19a5a9a079148374d015202a7

Aliases

arxiv: 2111.11986 · arxiv_version: 2111.11986v1 · doi: 10.48550/arxiv.2111.11986 · pith_short_12: JRLS3IQ6RLLL · pith_short_16: JRLS3IQ6RLLLQTWL · pith_short_8: JRLS3IQ6

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/JRLS3IQ6RLLLQTWL6VUCOMN2JP \
  | 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: 4c572da21e8ad6b84ecbf5682731ba4bc630b9d19a5a9a079148374d015202a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fc1348004399f25d59cf29936a54ce87d18faca7554fb46a91dba95ffb5ff45",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-23T16:32:58Z",
    "title_canon_sha256": "e7cb4c155d225576e6650b0afe3478c97fe941fcc13b6664cd7cb6f4b96a6b78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.11986",
    "kind": "arxiv",
    "version": 1
  }
}