works on

From the 1 of 36 linked papers with an AI index.

activity
20242026
most citedKnowledge Distillation and Dataset Distillation of Large Language Models: Emerging Trends, Challenges, and Future Directions

1 citations · 1 across the 14 of their papers we have counts for

collaborators
Showing cs.LGShow all

25 papers · 1 filter

cs.LG2026

Partial Optimal Transport on the Circle for All Transported Masses in O(N log N)

Soheil Kolouri

Partial optimal transport compares two measures while leaving part of the mass unmatched, which is what makes it robust to outliers, occlusion, and clutter. The quantity of interes…

cs.LG2026

SE(3)-MeanFlow: Few-Step Protein Backbone Generation on Lie Groups

Yikun Bai, Binghang Lu, Yikai Liu +7

The paper presents SE(3)-MeanFlow, a generative model that creates protein backbone structures directly on the SE(3) Lie group using a few inference steps, avoiding costly ODE inte…

cs.LG2026

IO-SVD: Input-Output Whitened SVD for Adaptive-Rank LLM Compression

Ali Abbasi, Chayne Thrash, Haoran Qin +2

Large language models deliver strong performance across language and reasoning tasks, but their storage and compute costs remain major barriers to deployment in resource-constraine…

cs.LG2026

Min Generalized Sliced Gromov Wasserstein: A Scalable Path to Gromov Wasserstein

Ashkan Shahbazi, Xinran Liu, Ping He +1

We propose min Generalized Sliced Gromov--Wasserstein (min-GSGW), a sliced formulation for the Gromov--Wasserstein (GW) problem using expressive generalized slicers. The key idea i…

cs.LG2026

ConQuR: Corner Aligned Activation Quantization via Optimized Rotations for LLMs

Chayne Thrash, Ali Abbasi, Soheil Kolouri

Large language models (LLMs) are costly to deploy due to their large memory footprint and high inference cost. Weight-activation quantization can reduce these costs, but low-bit ac…

cs.LG2026

Sinkhorn-Drifting Generative Models

Ping He, Om Khangaonkar, Hamed Pirsiavash +2

We establish a theoretical link between the recently proposed "drifting" generative dynamics and gradient flows induced by the Sinkhorn divergence. In a particle discretization, th…