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Shamik Roy

6 papers hereh-index 495 citations7 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author5

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • cs.CL4
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20242026
collaborators
Showing cs.LGShow all

2 papers · 1 filter

cs.LG2026

Steering Without Breaking: Mechanistically Informed Interventions for Discrete Diffusion Language Models

Hanhan Zhou, Shamik Roy, Rashmi Gangadharaiah

Discrete diffusion language models (DLMs) generate text by iteratively denoising all positions in parallel, offering an alternative to autoregressive models. Controlled generation…

cs.LG2025

FairGen: Controlling Sensitive Attributes for Fair Generations in Diffusion Models via Adaptive Latent Guidance

Mintong Kang, Vinayshekhar Bannihatti Kumar, Shamik Roy +4

Text-to-image diffusion models often exhibit biases toward specific demographic groups, such as generating more males than females when prompted to generate images of engineers, ra…

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