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45%Niche pick
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ExperiGen: Agentic Hypothesis Discovery from Observational Data

Jishu Sen Gupta, Harini S I, Somesh K Singh, Mohamad Tawseeq Syed and 5 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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AI panel: 0 of 20 reviewers recommend it
lenient 0/5
medium 0/10
strict 0/5
67%Highly rated
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GPT-Image-Edit-1M: An Auditable Million-Scale Dataset for Instruction-Guided Image Editing

Yuhan Wang, Siwei Yang, Bingchen Zhao, Letian Zhang and 7 more

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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2/20 AI panelreviewers recommend it

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AI panel: 2 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 1/5
45%Niche pick
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RefineTok: Scale-Wise Tokenization for Progressive Visual Refinement

Yitian Zhang, Long Mai, Yizhou Wang, Yun Fu

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 0 of 20 reviewers recommend it
lenient 0/5
medium 0/10
strict 0/5
57%Worth a look
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Tri-Prompting: Controllable Video Generation with Scene, Subject, and Motion Prompts

Zhenghong Zhou, Xiaohang Zhan, Zhiqin Chen, Soo Ye Kim and 7 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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1/20 AI panelreviewers recommend it

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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
57%Worth a look
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UltraDiff:Transferring High-Fidelity Priors to Compressed Latent Spaces for High-resolution Image Generation

Jingjing Ren, Haitian Zheng, Haoyu Chen, Connelly Barnes and 4 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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AI panel: 1 of 20 reviewers recommend it
lenient 1/5
medium 0/10
strict 0/5
76%Highly rated
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Beyond Thinking: Imagining in 360$^\circ$ for Humanoid Visual Search

Imagining in 360° decouples humanoid visual search into an Imaginator predicting spatial priors and an Actor using them to improve search efficiency without costly trajectory annotations.

Jingdong Zhang, Yizhou Wang, Zhengzhong Tu, Xin Li and 2 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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10/20 AI panelreviewers recommend it

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AI panel: 10 of 20 reviewers recommend it
lenient 5/5
medium 5/10
strict 0/5
86%Must read
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TAC: Timestamped Audio Captioning

TAC generates temporally grounded audio captions via synthetic training, reducing hallucinations and outperforming competitors in detection and dense captioning; cascading it with LLMs achieves state-of-the-art audio and audio-visual reasoning.

Sonal Kumar, Prem Seetharaman, Ke Chen, Oriol Nieto and 7 more

Atlanta Poster Session 4, Thu, Dec 10, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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14/20 AI panelreviewers recommend it

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AI panel: 14 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 1/5
88%Must read
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Inline Critic Steers Image Editing

Inline Critic uses learnable tokens to critique frozen image-editing models at intermediate layers, steering hidden states during the forward pass to achieve state-of-the-art results.

Weitai Kang, Xiaohang Zhan, Yizhou Wang, Mang Tik Chiu and 3 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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15/20 AI panelreviewers recommend it

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AI panel: 15 of 20 reviewers recommend it
lenient 4/5
medium 9/10
strict 2/5
80%Must read
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StreamGaze: Gaze-Guided Temporal Reasoning and Proactive Understanding in Streaming Videos

StreamGaze introduces a benchmark for evaluating gaze-guided temporal and proactive reasoning in streaming videos, revealing large performance gaps between state-of-the-art MLLMs and humans.

Daeun Lee, Subhojyoti Mukherjee, Branislav Kveton, Ryan Rossi and 5 more

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 8 on Hugging Face · Code ★ 28

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5
80%Must read
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Personal Visual Memory from Explicit and Implicit Evidence

VisualMem adds structured personal visual memory to text backends, improving personalized agent recall of explicit and implicit visual evidence.

Viet Nguyen, Thao Nguyen, Vishal Patel, Yuheng Li

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 0/5
78%Highly rated
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Rebalancing Reference Frame Dominance to Improve Motion in Image-to-Video Models

DyMoS rebalances reference-frame self-attention in image-to-video models to boost motion dynamics without retraining or altering inputs.

Wooseok Jeon, Seungho Park, Seunghyun Shin, Sangeyl Lee and 2 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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11/20 AI panelreviewers recommend it

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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 0/5
88%Must read
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LLM Judge Validation Under Sparse Overlap: From Inference to Design

Sparse overlap in LLM judge validation drives wrong deployment decisions, reaching 25% error at 5% overlap; minimum 25% overlap and stratified allocation reduce errors significantly.

Junxuan Li, Arko Mukherjee, Soumyabrata Pal

Atlanta Poster Session 1, Wed, Dec 9, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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15/20 AI panelreviewers recommend it

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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 8/10
strict 2/5
71%Highly rated
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Squeezing Capacity from Multimodal Large Language Models for Subject-driven Generation

Conditioning diffusion models on multimodal large language models with VAE identity conditioning and dual-layer aggregation improves subject-driven generation by balancing semantics with identity preservation.

Shuhong Zheng, Aashish K Misraa, Kevin Li, Yu-Jhe Li and 1 more

Sydney Poster Session 2, Tue, Dec 8, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 7 on Hugging Face

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7/20 AI panelreviewers recommend it

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AI panel: 7 of 20 reviewers recommend it
lenient 4/5
medium 3/10
strict 0/5
72%Highly rated
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RoPEMover: Depth-Aware Object Relocation via Positional Embeddings

RoPEMover manipulates diffusion transformer position embeddings to move objects with depth-aware 3D geometry, preserving identity, occlusions, and shadows with minimal real data.

Ipek Oztas, Duygu Ceylan, Aybars B Aksoy, Aysegul Dundar

Atlanta Poster Session 6, Fri, Dec 11, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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8/20 AI panelreviewers recommend it

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AI panel: 8 of 20 reviewers recommend it
lenient 4/5
medium 4/10
strict 0/5
80%Must read
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Auteur: Language-Driven Cinematographic Framing for Human-Centric Video Generation

Auteur introduces a human-centric DSL and virtual director to generate language-driven camera trajectories for human-centered video synthesis, outperforming existing methods on framing metrics.

Muhammed Burak Kızıl, Enes Sanli, Niloy Mitra, Xuelin Chen and 3 more

Paris Poster Session 3, Thu, Dec 10, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026

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12/20 AI panelreviewers recommend it

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5