7 citations · 16 across the 12 of their papers we have counts for
5 papers · 1 filter
From Gradient-Boosted Trees to Deep Recommenders: Practical Lessons from Migrating a Production Customer Support Recommender
Sonia Sharma, Jeyendran Balakrishnan, Shreya Rajpal +3
Product catalogs in fast-moving service businesses are shifting from static, independently priced SKUs toward dynamically bundled, discount-coupled offerings--a shift that strains…
CANARY: Zero-Label Detection of Fine-Tuning Contamination in Language Models
Swapnil Parekh
Adversaries can implant latent harmful behavior by poisoning as few as 1% of fine-tuning examples. The contamination is invisible to every output-level defense: harmful behavior li…
Drop the Act: Probe-Filtered RL for Faithful Chain-of-Thought Reasoning
Swapnil Parekh, Naman Goyal
Reasoning models post-hoc rationalize answers they have already committed to internally, producing chains of *reasoning theater*: deliberative-looking steps that contribute nothing…
Thinking Wrong in Silence: Backdoor Attacks on Continuous Latent Reasoning
Swapnil Parekh
A new generation of language models reasons entirely in continuous hidden states, producing no tokens and leaving no audit trail. We show that this silence creates a fundamentally…
Attacking Compressed Vision Transformers
Swapnil Parekh, Devansh Shah, Pratyush Shukla
Vision Transformers are increasingly embedded in industrial systems due to their superior performance, but their memory and power requirements make deploying them to edge devices a…