Pith Number

pith:2NY7NDPJ

pith:2022:2NY7NDPJVWS6G4Y4NCSLEVXJXX

not attested not anchored not stored refs pending

Overcoming Oscillations in Quantization-Aware Training

Marios Fournarakis, Markus Nagel, Tijmen Blankevoort, Yelysei Bondarenko

arxiv:2203.11086 v2 · 2022-03-21 · 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{2NY7NDPJVWS6G4Y4NCSLEVXJXX}

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

2 papers in Pith

Mapping the Schedule x Bit-Width Boundary in Sub-100M Quantisation-Aware Training

Layerwise Progressive Freezing: A Training Scaffold for Depth-Scalable Binary Networks

Receipt and verification

First computed	2026-07-05T04:35:59.675491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d371f68de9ada5e3731c68a4b256e9bdcd58c99dd37b2d04deddaaaeacf1aa77

Aliases

arxiv: 2203.11086 · arxiv_version: 2203.11086v2 · doi: 10.48550/arxiv.2203.11086 · pith_short_12: 2NY7NDPJVWS6 · pith_short_16: 2NY7NDPJVWS6G4Y4 · pith_short_8: 2NY7NDPJ

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/2NY7NDPJVWS6G4Y4NCSLEVXJXX \
  | 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: d371f68de9ada5e3731c68a4b256e9bdcd58c99dd37b2d04deddaaaeacf1aa77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0f156592d674bfed5650a8f74d9de70f119096b00ab27497a24663d3ed0cb100",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-03-21T16:07:42Z",
    "title_canon_sha256": "837ed527ad635352f8971eac10893c682f9c8a578c77e1bb49339bf3736a7f37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.11086",
    "kind": "arxiv",
    "version": 2
  }
}