Pith Number

pith:TSSLVU55

pith:2024:TSSLVU55DVWNN5EDQTMAC5O5XY

not attested not anchored not stored refs pending

The Epochal Sawtooth Phenomenon: Unveiling Training Loss Oscillations in Adam and Other Optimizers

Qi Liu, Wanjing Ma

arxiv:2410.10056 v3 · 2024-10-14 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TSSLVU55DVWNN5EDQTMAC5O5XY}

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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

Constructive interference at the edge of quantum ergodic dynamics

Receipt and verification

First computed	2026-07-05T11:23:18.994116Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ca4bad3bd1d6cd6f48384d80175ddbe32f165d974b76475d773c5aaed145c1e

Aliases

arxiv: 2410.10056 · arxiv_version: 2410.10056v3 · doi: 10.48550/arxiv.2410.10056 · pith_short_12: TSSLVU55DVWN · pith_short_16: TSSLVU55DVWNN5ED · pith_short_8: TSSLVU55

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/TSSLVU55DVWNN5EDQTMAC5O5XY \
  | 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: 9ca4bad3bd1d6cd6f48384d80175ddbe32f165d974b76475d773c5aaed145c1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d72da0f272b3918cf837470a5e4ede87c736a5b5a90765777f0030c942c3352c",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-14T00:51:21Z",
    "title_canon_sha256": "6ead3b91533654b9f1cc92f1ca671c58828978d4de4e4fd262e4c0a0631287d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10056",
    "kind": "arxiv",
    "version": 3
  }
}