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Soumi Das

3 accepted papers

2026

In Agents We Trust, but Who Do Agents Trust? Latent Preferences Steer LLM Generations

ICLR 2026poster

Large Language Model (LLM) based agents are increasingly being deployed as user-friendly front-ends on online platforms, where they filter, prioritize, and recommend information retrieved from the platforms' back-end databases or via web search. In these scenarios, LLM agents act as decision assista…

Cited by 0SourcecodeScholar
2026

Rote Learning Considered Useful: Generalizing over Memorized Data in LLMs

ICLR 2026poster

Rote learning is a memorization technique based on repetition. Many researchers argue that rote learning hinders generalization because it encourages verbatim memorization rather than deeper understanding. This concern extends even to factual knowledge, which inevitably requires a certain degree of…

Cited by 0SourcecodeScholar
2021

TMCOSS: Thresholded Multi-Criteria Online Subset Selection for Data-Efficient Autonomous Driving

ICCV 2021poster

Training vision-based Autonomous driving models is a challenging problem with enormous practical implications. One of the main challenges is the requirement of storage and processing of vast volumes of (possibly redundant) driving video data. In this paper, we study the problem of data-efficient tra…

Cited by 6PDFScholar