On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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3 results for “Proof-of-Learning”

Proof-of-Learning: Definitions and Practicecs.LG

Paper introduces proof-of-learning to verify ML model training.

problem No mechanism to prove ML model training parameters were obtained through optimization.

method Inspired by proof-of-work and verified computations, introduces proof-of-learning mechanism.

result Proves model training parameters were obtained through optimization with minimal adversary work.

proof-of-learning machine learning stochastic gradient descent model ownership distributed training

2021-03-09abs ↗pdf ↗

A Proof of Learning Rate Transfer under

μ

Pstat.ML

Proof of learning rate transfer in MLPs with $μ$ P parameterization.

problem Understanding and optimizing learning rates in neural networks with different parameterizations.

method Theoretical analysis and empirical validation of learning rate transfer in MLPs with

μ

P, SP, and NTP parameterizations.

result The optimal learning rate converges to a non-zero constant as width goes to infinity under

μ

P, explaining learning rate transfer.

learning rate transfer neural networks parameterization infinite-width limit learning rate optimization

2025-11-03abs ↗pdf ↗

Proof-of-Learning is Currently More Broken Than You Thinkcs.LG

New spoofing strategies show PoL verification is more vulnerable than previously thought.

problem Vulnerability of Proof-of-Learning verification mechanisms.

method Developed new spoofing strategies that can be reproduced across different configurations and are more cost-effective.

result Current PoL verification is not robust to adversaries and requires further understanding of optimization in deep learning.

Proof-of-Learning PoL Verification Adversarial Attacks Deep Learning

2022-08-06abs ↗pdf ↗