activity
20222026
most citedBeyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

565 citations · 565 across the 7 of their papers we have counts for

collaborators

10 papers

cs.CV2026

ActionParty: Multi-Subject Action Binding in Generative Video Games

Alexander Pondaven, Ziyi Wu, Igor Gilitschenski +4

Recent advances in video diffusion have enabled the development of "world models" capable of simulating interactive environments. However, these models are largely restricted to si…

cs.CV2025

TESPEC: Temporally-Enhanced Self-Supervised Pretraining for Event Cameras

Mohammad Mohammadi, Ziyi Wu, Igor Gilitschenski

Long-term temporal information is crucial for event-based perception tasks, as raw events only encode pixel brightness changes. Recent works show that when trained from scratch, re…

cs.CV2025

SEdit: Text-Guided Image Editing with Precise Semantic and Spatial Control

Xudong Liu, Zikun Chen, Ruowei Jiang +5

Recent advances in diffusion models have enabled high-quality generation and manipulation of images guided by texts, as well as concept learning from images. However, naive applica…

cs.CV2025

DenseDPO: Fine-Grained Temporal Preference Optimization for Video Diffusion Models

Ziyi Wu, Anil Kag, Ivan Skorokhodov +5

Direct Preference Optimization (DPO) has recently been applied as a post-training technique for text-to-video diffusion models. To obtain training data, annotators are asked to pro…

cs.CV2024

Mind the Time: Temporally-Controlled Multi-Event Video Generation

Ziyi Wu, Aliaksandr Siarohin, Willi Menapace +5

Real-world videos consist of sequences of events. Generating such sequences with precise temporal control is infeasible with existing video generators that rely on a single paragra…

cs.CV2024

SG-I2V: Self-Guided Trajectory Control in Image-to-Video Generation

Koichi Namekata, Sherwin Bahmani, Ziyi Wu +3

Methods for image-to-video generation have achieved impressive, photo-realistic quality. However, adjusting specific elements in generated videos, such as object motion or camera m…

cs.CV2024

Neural Assets: 3D-Aware Multi-Object Scene Synthesis with Image Diffusion Models

Ziyi Wu, Yulia Rubanova, Rishabh Kabra +6

We address the problem of multi-object 3D pose control in image diffusion models. Instead of conditioning on a sequence of text tokens, we propose to use a set of per-object repres…

cs.CV2024

SPAD : Spatially Aware Multiview Diffusers

Yash Kant, Ziyi Wu, Michael Vasilkovsky +7

We present SPAD, a novel approach for creating consistent multi-view images from text prompts or single images. To enable multi-view generation, we repurpose a pretrained 2D diffus…

cs.CV2023

LEOD: Label-Efficient Object Detection for Event Cameras

Ziyi Wu, Mathias Gehrig, Qing Lyu +2

Object detection with event cameras benefits from the sensor's low latency and high dynamic range. However, it is costly to fully label event streams for supervised training due to…

cs.CL2022★ 565 cited

Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

Aarohi Srivastava, Abhinav Rastogi, Abhishek Rao +448

Language models demonstrate both quantitative improvement and new qualitative capabilities with increasing scale. Despite their potentially transformative impact, these new capabil…