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The Correctness Illusion
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Detect hidden bugs in GPU kernels with differential fuzzing
Dipankar Sarkar PRO
dipankarsarkar
AI & ML interests
Building the AI-native stack. Agents as infrastructure, safety as architecture, performance as plumbing. I publish the receipts: papers, datasets, demos.
Recent Activity
reacted to salma-remyx's post with 🔥 15 minutes ago
What's holding your code back?
Outrider finds, implements, and validates methods for your repo.
While testing Outrider on a fork of huggingface/peft, I discovered "Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models" (arxiv: 2402.02347)
The work offers improved stability and faster convergence in LoRA finetuning by adjusting updates for curvature that LoRA optimizers typically ignore.
Not the most recent paper, so I was pleasantly surprised my action surfaced this method as a candidate before implementing a PR. Even more surprised this method had not already been merged upstream.
Turns out, the author did try contributing to peft a couple years ago, but people get busy and the PR was closed after going stale.
So I decided to revive it! I opened an issue and soon after the author engaged to help land the feature. Now huggingface/peft #3382 is open, a joint effort with the paper's author.
This whole episode has me thinking about the future of OSS maintenance with AI coding. The software projects which endure will be well-shaped to quickly land and help test new ideas.
Across 30 forks, I've seen several papers land as clean PRs for multiple repos, which offers a perspective on how methods impact applications. Recent methods matching multiple frameworks: STARE, Entity Binding, BINEVAL
Get Outrider: https://github.com/remyxai/outrider upvoted a paper about 5 hours ago
AI translation of literary texts is "fine", but readers still prefer human translationsOrganizations
