Shubhendu Trivedi

Interests on bsky: ML research, applied math, and general mathematical and engineering miscellany. Also: Uncertainty, symmetry in ML, reliable deployment; applications in LLMs, computational chemistry/physics, and healthcare. https://shubhendu-trivedi.org

Articles & links

Great paper arxiv.org/abs/2605.23556

arxiv.org
View on Bluesky · ♥ 5 ↻ 0 ↩ 0 · 2 from the directory shared this · 1d ago
Shubhendu Trivedi reposted
@gregegansf.bsky.social

“The sum-product conjecture is false for real numbers” THOMAS F. BLOOM, WILL SAWIN, CARL SCHILDKRAUT, AND DMITRII ZHELEZOV A human proof that exploits the same kind of “tower of fields” that was used in the AI-generated counterexample to the unit-distance conjecture!

arxiv.org View on Bluesky →

Was reading this and thinking that it's funny that work around mean field approximations of games (thus also mechanisms) would be quite interesting soon (in the context of agentic marketplaces). In the sense of large-population platform control with strategic / heterogeneous/ …

arxiv.org
View on Bluesky · ♥ 12 ↻ 3 ↩ 3 · 9d ago

Let me share the paper again without the stream of consciousness commentary. arxiv.org/abs/2605.08426

arxiv.org
View on Bluesky · ♥ 4 ↻ 0 ↩ 0 · 6d ago

This seems like just a regular mechanism design paper on the surface ("first-price procurement auction with a budget"), but there is a lot going on here. Super interesting stuff, and yet it also gives the impression that there's lots more to do. arxiv.org/abs/2502.20346

arxiv.org
View on Bluesky · ♥ 1 ↻ 1 ↩ 0 · 15d ago

Recent commentary

One thing that has become clear to me just very recently from dozens of conversations with folk at all the frontier labs: Many really do believe that once "AGI happens" it will "make everything easier, from robotics, to manufacturing." Supply chain constraints, ecosystem and labour development

View on Bluesky · ♥ 7 ↻ 1 ↩ 1 · 6d ago

Every once in a few years you get cultural moments that become like crazy psychiatric solvents. But the AI related one seems like it'd be unique in how much it concentrates people's unresolved issues into worldviews. The whole zealotry it brings forth even about insignificant stuff is quite telling.

View on Bluesky · ♥ 4 ↻ 0 ↩ 1 · 5d ago

Someone remarked that it's ironical that we give LLMs the "education" we claim to want for children, for students, and for ourselves, but simply don't have the will to demand it of any of them, or of ourselves.

View on Bluesky · ♥ 3 ↻ 0 ↩ 0 · 3d ago