pith. sign in

hub

N., Kaiser, ., and Polosukhin, I

15 Pith papers cite this work. Polarity classification is still indexing.

15 Pith papers citing it

hub tools

clear filters

representative citing papers

Randomness is sometimes necessary for coordination

cs.AI · 2026-05-07 · conditional · novelty 7.0

Structured per-agent randomness via ranked masking in attention allows symmetric agents to break ties and coordinate, achieving perfect success on symmetric tasks where deterministic policies fail and enabling zero-shot transfer across team sizes.

Fast Inference from Transformers via Speculative Decoding

cs.LG · 2022-11-30 · accept · novelty 7.0

Speculative decoding accelerates exact sampling from large autoregressive models by 2-3x on T5-XXL by running smaller approximation models in parallel to propose token sequences that the large model then verifies in batches while preserving the original output distribution.

LACE: Lattice Attention for Cross-thread Exploration

cs.AI · 2026-04-16 · unverdicted · novelty 5.0 · 3 refs

LACE enables concurrent reasoning paths in LLMs to interact via lattice attention and a synthetic training pipeline, raising accuracy more than 7 points over independent parallel search.

The Serial Scaling Hypothesis

cs.LG · 2025-07-16 · unverdicted · novelty 5.0

The serial scaling hypothesis formalizes inherently serial problems in complexity theory and demonstrates that diffusion models cannot solve them.

citing papers explorer

Showing 2 of 2 citing papers after filters.