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Siddharth Gururani

4 accepted papers

2026

Benchmarking Single-Factor Physical Video-to-Audio Generation

CVPR 2026

Generative video-to-audio (V2A) models produce highly plausible soundtracks, but it remains unclear whether they capture the underlying physical processes. Existing evaluations emphasize perceptual realism and overlook physical correctness under controlled interventions. In this paper, we introduce

Cited by 0SourceScholar
2025

Fugatto 1: Foundational Generative Audio Transformer Opus 1

ICLR 2025poster

Fugatto is a versatile audio synthesis and transformation model capable of following free-form text instructions with optional audio inputs. While large language models (LLMs) trained with text on a simple next-token prediction objective can learn to infer instructions directly from the data, models…

2024

Symbolic Music Generation with Non-Differentiable Rule Guided Diffusion

ICML 2024oral

We study the problem of symbolic music generation (e.g., generating piano rolls), with a technical focus on non-differentiable rule guidance. Musical rules are often expressed in symbolic form on note characteristics, such as note density or chord progression, many of which are non-differentiable wh…

2023

SPACE: Speech-driven Portrait Animation with Controllable Expression

ICCV 2023poster

Animating portraits using speech has received growing attention in recent years, with various creative and practical use cases. An ideal generated video should have good lip sync with the audio, natural facial expressions and head motions, and high frame quality. In this work, we present SPACE, whic…

Cited by 47PDFcodeScholar