Pith Number

pith:IFVTDPZT

pith:2024:IFVTDPZTO6AEIO6HB5JRLHNNHG

not attested not anchored not stored refs pending

Understanding Warmup-Stable-Decay Learning Rates: A River Valley Loss Landscape Perspective

David Hall, Jason Wang, Kaiyue Wen, Percy Liang, Tengyu Ma, Zhiyuan Li

arxiv:2410.05192 v3 · 2024-10-07 · cs.LG · cs.CL · stat.ML

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\usepackage{pith}
\pithnumber{IFVTDPZTO6AEIO6HB5JRLHNNHG}

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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

20 papers in Pith

Training for the Model You Return: Improving Optimization for Iterate-Averaged Language Models

Towards Understanding the Power and Limits of the Muon Optimizer: A River-Valley Perspective

NITP: Next Implicit Token Prediction for LLM Pre-training

On the Residual Scaling of Looped Transformers: Stability and Transferability

Predictable Scaling Laws of Optimal Hyperparameters for LLM Continued Pre-training

Receipt and verification

First computed	2026-07-05T09:43:35.049340Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

416b31bf337780443bc70f53159dad39a947f211452fae54654094fe32b977d0

Aliases

arxiv: 2410.05192 · arxiv_version: 2410.05192v3 · doi: 10.48550/arxiv.2410.05192 · pith_short_12: IFVTDPZTO6AE · pith_short_16: IFVTDPZTO6AEIO6H · pith_short_8: IFVTDPZT

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/IFVTDPZTO6AEIO6HB5JRLHNNHG \
  | 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: 416b31bf337780443bc70f53159dad39a947f211452fae54654094fe32b977d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70fbca32c7a9f54608dcab11941a1076e50121d13b6a31adc370bed763bbcb2c",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-07T16:49:39Z",
    "title_canon_sha256": "33605dfa59d979df32cadd1abaf66118f6f971502ab3017b3a02fad62f57297d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.05192",
    "kind": "arxiv",
    "version": 3
  }
}