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Aanisha Bhattacharyya

5 accepted papers

2026

ALPHA: Action-Based Learning for Pluralistic Human Alignment in Large Language Models

AAAI 2026technical

Large language models are widely used, but aligning them with societal values remains challenging. Current approaches often rely on human annotations, which are hard to scale, or synthetic data produced by models that may themselves be misaligned, making it difficult to capture genuine public opinio

Cited by 0SourcePDFScholar
2026

Social Agents: Collective Intelligence Improves LLM Predictions

ICLR 2026poster

In human society, collective decision making has often outperformed the judgment of individuals. Classic examples range from estimating livestock weights to predicting elections and financial markets, where averaging many independent guesses often yields results more accurate than experts. These suc…

Cited by 0SourceScholar
2025

SPRO: Improving Image Generation via Self-Play

NeurIPS 2025poster

Recent advances in diffusion models have dramatically improved image fidelity and diversity. However, aligning these models with nuanced human preferences -such as aesthetics, engagement, and subjective appeal remains a key challenge due to the scarcity of large-scale human annotations. Collecting s…

Cited by 0SourceScholar
2024

Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behavior

ICLR 2024spotlight

Shannon and Weaver's seminal information theory divides communication into three levels: technical, semantic, and effectiveness. While the technical level deals with the accurate reconstruction of transmitted symbols, the semantic and effectiveness levels deal with the inferred meaning and its effec…

2023

A Video Is Worth 4096 Tokens: Verbalize Story Videos To Understand Them In Zero Shot

EMNLP 2023long main

Multimedia content, such as advertisements and story videos, exhibit a rich blend of creativity and multiple modalities. They incorporate elements like text, visuals, audio, and storytelling techniques, employing devices like emotions, symbolism, and slogans to convey meaning. There is a dearth of l…

Cited by 0SourceScholar