Emad Barsoum

Orcid: 0000-0002-4097-8690

According to our database1, Emad Barsoum authored at least 92 papers between 2008 and 2026.

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Timeline

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Bibliography

2026
Efficient Diffusion LLMs via Temporal-Spatial Parallel Decoding and Confidence Extrapolation.
CoRR, May, 2026

Beyond the Target: From Imitation to Collaboration in Speculative Decoding.
CoRR, May, 2026

AgentKernelArena: Generalization-Aware Benchmarking of GPU Kernel Optimization Agents.
CoRR, May, 2026

PARD-2: Target-Aligned Parallel Draft Model for Dual-Mode Speculative Decoding.
CoRR, May, 2026

Long-Context Aware Upcycling: A New Frontier for Hybrid LLM Scaling.
CoRR, April, 2026

Ego-InBetween: Generating Object State Transitions in Ego-Centric Videos.
CoRR, April, 2026

DiffSparse: Accelerating Diffusion Transformers with Learned Token Sparsity.
CoRR, April, 2026

VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking.
CoRR, March, 2026

Dynamic Chunking Diffusion Transformer.
CoRR, March, 2026

DUET-VLM: Dual stage Unified Efficient Token reduction for VLM Training and Inference.
CoRR, February, 2026

AdaptEvolve: Improving Efficiency of Evolutionary AI Agents through Adaptive Model Selection.
CoRR, February, 2026

TermiGen: High-Fidelity Environment and Robust Trajectory Synthesis for Terminal Agents.
CoRR, February, 2026

CD4LM: Consistency Distillation and aDaptive Decoding for Diffusion Language Models.
CoRR, January, 2026

Athena: Enhancing Multimodal Reasoning with Data-efficient Process Reward Models.
Trans. Mach. Learn. Res., 2026

Learning from Online Videos at Inference Time for Computer-Use Agents.
Trans. Mach. Learn. Res., 2026

MoEC: A Memory-Routed Mixture-of-Experts Controller for Adaptive Minecraft Control.
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2026

Theory-optimal Quantization Based on Flatness.
Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2026

SparK: Query-Aware Unstructured Sparsity with Recoverable KV Cache Channel Pruning.
Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

Learnable Permutation for Structured Sparsity on Transformer Models.
Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

DiffBench Meets DiffAgent: End-to-End LLM-Driven Diffusion Acceleration Code Generation.
Proceedings of the Fortieth AAAI Conference on Artificial Intelligence, 2026

2025
Dual LoRA: Enhancing LoRA with Magnitude and Direction Updates.
CoRR, December, 2025

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match.
CoRR, November, 2025

CaptionQA: Is Your Caption as Useful as the Image Itself?
CoRR, November, 2025

Training Foundation Models on a Full-Stack AMD Platform: Compute, Networking, and System Design.
CoRR, November, 2025

FarSkip-Collective: Unhobbling Blocking Communication in Mixture of Experts Models.
CoRR, November, 2025

Instella: Fully Open Language Models with Stellar Performance.
CoRR, November, 2025

E-MMDiT: Revisiting Multimodal Diffusion Transformer Design for Fast Image Synthesis under Limited Resources.
CoRR, October, 2025

XModBench: Benchmarking Cross-Modal Capabilities and Consistency in Omni-Language Models.
CoRR, October, 2025

Directional Reasoning Injection for Fine-Tuning MLLMs.
CoRR, October, 2025

ImageDoctor: Diagnosing Text-to-Image Generation via Grounded Image Reasoning.
CoRR, October, 2025

Latent Visual Reasoning.
CoRR, September, 2025

APRIL: Active Partial Rollouts in Reinforcement Learning to Tame Long-tail Generation.
CoRR, September, 2025

Layout-Conditioned Autoregressive Text-to-Image Generation via Structured Masking.
CoRR, September, 2025

SpecVLM: Fast Speculative Decoding in Vision-Language Models.
CoRR, September, 2025

Geak: Introducing Triton Kernel AI Agent & Evaluation Benchmarks.
CoRR, July, 2025

SAND-Math: Using LLMs to Generate Novel, Difficult and Useful Mathematics Questions and Answers.
CoRR, July, 2025

Instella-T2I: Pushing the Limits of 1D Discrete Latent Space Image Generation.
CoRR, June, 2025

Unleashing Hour-Scale Video Training for Long Video-Language Understanding.
CoRR, June, 2025

TaDA: Training-free recipe for Decoding with Adaptive KV Cache Compression and Mean-centering.
CoRR, June, 2025

MOVi: Training-free Text-conditioned Multi-Object Video Generation.
CoRR, May, 2025

PARD: Accelerating LLM Inference with Low-Cost PARallel Draft Model Adaptation.
CoRR, April, 2025

KeyVID: Keyframe-Aware Video Diffusion for Audio-Synchronized Visual Animation.
CoRR, April, 2025

DL-QAT: Weight-Decomposed Low-Rank Quantization-Aware Training for Large Language Models.
CoRR, April, 2025

AMD-Hummingbird: Towards an Efficient Text-to-Video Model.
CoRR, March, 2025

X-EcoMLA: Upcycling Pre-Trained Attention into MLA for Efficient and Extreme KV Compression.
CoRR, March, 2025

Týr-the-Pruner: Unlocking Accurate 50% Structural Pruning for LLMs via Global Sparsity Distribution Optimization.
CoRR, March, 2025

Partial Convolution Meets Visual Attention.
CoRR, March, 2025

Jakiro: Boosting Speculative Decoding with Decoupled Multi-Head via MoE.
CoRR, February, 2025

Edit as You See: Image-guided Video Editing via Masked Motion Modeling.
CoRR, January, 2025

Agent Laboratory: Using LLM Agents as Research Assistants.
CoRR, January, 2025

MSWA: Refining Local Attention with Multi-ScaleWindow Attention.
CoRR, January, 2025

Zebra-Llama: Towards Extremely Efficient Hybrid Models.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Týr-the-Pruner: Structural Pruning LLMs via Global Sparsity Distribution Optimization.
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

Amphista: Bi-directional Multi-head Decoding for Accelerating LLM Inference.
Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies, 2025

Gumiho: A Hybrid Architecture to Prioritize Early Tokens in Speculative Decoding.
Proceedings of the Forty-second International Conference on Machine Learning, 2025

Agent Laboratory: Using LLM Agents as Research Assistants.
Proceedings of the Findings of the Association for Computational Linguistics: EMNLP 2025, 2025

TTT-Bench: A Benchmark for Evaluating Reasoning Ability with Simple and Novel Tic-Tac-Toe-style Games.
Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, 2025

ReNeg: Learning Negative Embedding with Reward Guidance.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

SoftVQ-VAE: Efficient 1-Dimensional Continuous Tokenizer.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2025

Enhancing One-Shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism.
Proceedings of the 31st International Conference on Computational Linguistics, 2025

Self-Taught Agentic Long Context Understanding.
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), 2025

TaDA: Training-free recipe for Decoding with Adaptive KV Cache Compression and Mean-centering.
Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track), 2025

EGSRAL: An Enhanced 3D Gaussian Splatting Based Renderer with Automated Labeling for Large-Scale Driving Scene.
Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024
FTP: A Fine-grained Token-wise Pruner for Large Language Models via Token Routing.
CoRR, 2024

Fast Occupancy Network.
CoRR, 2024

Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs.
CoRR, 2024

Enhancing One-shot Pruned Pre-trained Language Models through Sparse-Dense-Sparse Mechanism.
CoRR, 2024

VIPS-Odom: Visual-Inertial Odometry Tightly-coupled with Parking Slots for Autonomous Parking.
CoRR, 2024

Amphista: Accelerate LLM Inference with Bi-directional Multiple Drafting Heads in a Non-autoregressive Style.
CoRR, 2024

TernaryLLM: Ternarized Large Language Model.
CoRR, 2024

LADDER: An Efficient Framework for Video Frame Interpolation.
CoRR, 2024

The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Report.
CoRR, 2024

Sparse Laneformer.
CoRR, 2024

DiP-GO: A Diffusion Pruner via Few-step Gradient Optimization.
Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

QT-ViT: Improving Linear Attention in ViT with Quadratic Taylor Expansion.
Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Taming Diffusion Prior for Image Super-Resolution with Domain Shift SDEs.
Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Customizing Text-to-Image Generation with Inverted Interaction.
Proceedings of the 32nd ACM International Conference on Multimedia, MM 2024, Melbourne, VIC, Australia, 28 October 2024, 2024

Enhancing Vision Transformer: Amplifying Non-Linearity in Feedforward Network Module.
Proceedings of the Forty-first International Conference on Machine Learning, 2024

DL-QAT: Weight-Decomposed Low-Rank Quantization-Aware Training for Large Language Models.
Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: EMNLP 2024, 2024

The Ninth NTIRE 2024 Efficient Super-Resolution Challenge Report.
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

MonoGS++: Fast and Accurate Monocular RGB Gaussian SLAM.
Proceedings of the 35th British Machine Vision Conference, 2024

2021
Scaling Distributed Training with Adaptive Summation.
Proceedings of the Fourth Conference on Machine Learning and Systems, 2021

2020
3D Human motion anticipation and classification.
CoRR, 2020

2019
Human Motion Anticipation and Recognition from RGB-D.
PhD thesis, 2019

NGEMM: Optimizing GEMM for Deep Learning via Compiler-based Techniques.
CoRR, 2019

2018
Object Localization and Motion Transfer learning with Capsules.
CoRR, 2018

HP-GAN: Probabilistic 3D Human Motion Prediction via GAN.
Proceedings of the 2018 IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2018

2017
Automatic speech emotion recognition using recurrent neural networks with local attention.
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

2016
Articulated Hand Pose Estimation Review.
CoRR, 2016

Training deep networks for facial expression recognition with crowd-sourced label distribution.
Proceedings of the 18th ACM International Conference on Multimodal Interaction, 2016

Emotion recognition in the wild from videos using images.
Proceedings of the 18th ACM International Conference on Multimodal Interaction, 2016

2008
Towards adaptive Web scriptable user interfaces for virtual environments.
Virtual Real., 2008


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