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Pith Number

pith:IH7UWDP3

pith:2024:IH7UWDP3NIIJAFCU2AQ4QTGOT6
not attested not anchored not stored refs pending

Learning Dynamics of LLM Finetuning

Danica J. Sutherland, Yi Ren

arxiv:2407.10490 v4 · 2024-07-15 · cs.LG · cs.AI · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?
Add to your LaTeX paper 
\usepackage{pith}
\pithnumber{IH7UWDP3NIIJAFCU2AQ4QTGOT6}

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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

8 papers in Pith

Attention-guided Fine-tuning of Multimodal Large Language Models Improves Chain-of-Thought Reasoning
What Is Preference Optimization Doing, and Why?
RAD-DPO: Robust Adaptive Denoising Direct Preference Optimization for Generative Retrieval in E-commerce
The Cancellation Hypothesis in Critic-Free RL: From Outcome Rewards to Token Credits
Reinforcement Learning for Scalable and Trustworthy Intelligent Systems
Receipt and verification
First computed 2026-07-05T11:29:00.371715Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

41ff4b0dfb6a10901454d021c84cce9f818fd3cac553a32106053f35fdf7251b

Aliases

arxiv: 2407.10490 · arxiv_version: 2407.10490v4 · doi: 10.48550/arxiv.2407.10490 · pith_short_12: IH7UWDP3NIIJ · pith_short_16: IH7UWDP3NIIJAFCU · pith_short_8: IH7UWDP3
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/IH7UWDP3NIIJAFCU2AQ4QTGOT6 \
  | 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: 41ff4b0dfb6a10901454d021c84cce9f818fd3cac553a32106053f35fdf7251b
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "fc639cd066b4676b61fd5fcde1d9e3961886f5b25f8684f9d517e09dca8ff2e3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-15T07:30:28Z",
    "title_canon_sha256": "da39c21d5ce1c6793857b505b4062c44643812a02e81023fe89c96ff67d8e497"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.10490",
    "kind": "arxiv",
    "version": 4
  }
}