Cover Image

ASPIRE: Language-Guided Data Augmentation for Improving Robustness Against Spurious Correlations

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ghosh, Sreyan, Evuru, Chandra Kiran Reddy, Kumar, Sonal, Tyagi, Utkarsh, Singh, Sakshi, Chowdhury, Sanjoy, Manocha, Dinesh
Format:	Preprint
Published:	2023
Subjects:	Computer Vision and Pattern Recognition Artificial Intelligence Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CoDa: Constrained Generation based Data Augmentation for Low-Resource NLP
by: Evuru, Chandra Kiran Reddy, et al.
Published: (2024)

ABEX: Data Augmentation for Low-Resource NLU via Expanding Abstract Descriptions
by: Ghosh, Sreyan, et al.
Published: (2024)

Do Vision-Language Models Understand Compound Nouns?
by: Kumar, Sonal, et al.
Published: (2024)

RECAP: Retrieval-Augmented Audio Captioning
by: Ghosh, Sreyan, et al.
Published: (2023)

Visual Description Grounding Reduces Hallucinations and Boosts Reasoning in LVLMs
by: Ghosh, Sreyan, et al.
Published: (2024)

GAMA: A Large Audio-Language Model with Advanced Audio Understanding and Complex Reasoning Abilities
by: Ghosh, Sreyan, et al.
Published: (2024)

ReCLAP: Improving Zero Shot Audio Classification by Describing Sounds
by: Ghosh, Sreyan, et al.
Published: (2024)

CompA: Addressing the Gap in Compositional Reasoning in Audio-Language Models
by: Ghosh, Sreyan, et al.
Published: (2023)

ProSE: Diffusion Priors for Speech Enhancement
by: Kumar, Sonal, et al.
Published: (2025)

A Closer Look at the Limitations of Instruction Tuning
by: Ghosh, Sreyan, et al.
Published: (2024)

LipGER: Visually-Conditioned Generative Error Correction for Robust Automatic Speech Recognition
by: Ghosh, Sreyan, et al.
Published: (2024)

MultiVox: A Benchmark for Evaluating Voice Assistants for Multimodal Interactions
by: Selvakumar, Ramaneswaran, et al.
Published: (2025)

MMAU: A Massive Multi-Task Audio Understanding and Reasoning Benchmark
by: Sakshi, S, et al.
Published: (2024)

EH-MAM: Easy-to-Hard Masked Acoustic Modeling for Self-Supervised Speech Representation Learning
by: Seth, Ashish, et al.
Published: (2024)

Synthio: Augmenting Small-Scale Audio Classification Datasets with Synthetic Data
by: Ghosh, Sreyan, et al.
Published: (2024)

AV-RIR: Audio-Visual Room Impulse Response Estimation
by: Ratnarajah, Anton, et al.
Published: (2023)

EGOILLUSION: Benchmarking Hallucinations in Egocentric Video Understanding
by: Seth, Ashish, et al.
Published: (2025)

Audio Flamingo 2: An Audio-Language Model with Long-Audio Understanding and Expert Reasoning Abilities
by: Ghosh, Sreyan, et al.
Published: (2025)

Failing Forward: Improving Generative Error Correction for ASR with Synthetic Data and Retrieval Augmentation
by: Ghosh, Sreyan, et al.
Published: (2024)

PAT: Parameter-Free Audio-Text Aligner to Boost Zero-Shot Audio Classification
by: Seth, Ashish, et al.
Published: (2024)

Uncovering the Representation Geometry of Minimal Cores in Overcomplete Reasoning Traces
by: Chowdhury, Sanjoy, et al.
Published: (2026)

AVTrustBench: Assessing and Enhancing Reliability and Robustness in Audio-Visual LLMs
by: Chowdhury, Sanjoy, et al.
Published: (2025)

Do Audio-Visual Large Language Models Really See and Hear?
by: Selvakumar, Ramaneswaran, et al.
Published: (2026)

Quantifying and Improving the Robustness of Retrieval-Augmented Language Models Against Spurious Features in Grounding Data
by: Yang, Shiping, et al.
Published: (2025)

MeLFusion: Synthesizing Music from Image and Language Cues using Diffusion Models
by: Chowdhury, Sanjoy, et al.
Published: (2024)

SS-SFDA : Self-Supervised Source-Free Domain Adaptation for Road Segmentation in Hazardous Environments
by: Kothandaraman, Divya, et al.
Published: (2020)

Learning Robust Classifiers with Self-Guided Spurious Correlation Mitigation
by: Zheng, Guangtao, et al.
Published: (2024)

Improving Robustness to Multiple Spurious Correlations by Multi-Objective Optimization
by: Kim, Nayeong, et al.
Published: (2024)

Do Audio-Language Models Understand Linguistic Variations?
by: Selvakumar, Ramaneswaran, et al.
Published: (2024)

Video-Robin: Autoregressive Diffusion Planning for Intent-Grounded Video-to-Music Generation
by: Lokegaonkar, Vaibhavi, et al.
Published: (2026)

BoMuDANet: Unsupervised Adaptation for Visual Scene Understanding in Unstructured Driving Environments
by: Kothandaraman, Divya, et al.
Published: (2020)

Can LLMs Generate Human-Like Wayfinding Instructions? Towards Platform-Agnostic Embodied Instruction Synthesis
by: Dorbala, Vishnu Sashank, et al.
Published: (2024)

Audio Flamingo 3: Advancing Audio Intelligence with Fully Open Large Audio Language Models
by: Goel, Arushi, et al.
Published: (2025)

Concept-Guided Fine-Tuning: Steering ViTs away from Spurious Correlations to Improve Robustness
by: Elisha, Yehonatan, et al.
Published: (2026)

SPUR: A Plug-and-Play Framework for Integrating Spatial Audio Understanding and Reasoning into Large Audio-Language Models
by: Sakshi, S, et al.
Published: (2025)

Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time
by: Chowdhury, Sanjoy, et al.
Published: (2024)

MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks
by: Chowdhury, Sanjoy, et al.
Published: (2025)

CalibFree: Self-Supervised View Feature Separation for Calibration-Free Multi-Camera Multi-Object Tracking
by: Xian, Ruiqi, et al.
Published: (2026)

Since U Been Gone: Augmenting Context-Aware Transcriptions for Re-engaging in Immersive VR Meetings
by: Lee, Geonsun, et al.
Published: (2025)

Inst4DGS: Instance-Decomposed 4D Gaussian Splatting with Multi-Video Label Permutation Learning
by: Lee, Yonghan, et al.
Published: (2026)