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Avatar Forcing: Real-Time Interactive Head Avatar Generation for Natural Conversation

Intermediate
Taekyung Ki, Sangwon Jang et al.Jan 2arXiv

This paper builds a real-time talking-listening head avatar that reacts naturally to your words, tone, nods, and smiles in about half a second.

#interactive avatar#talking head generation#causal diffusion forcing

CPPO: Contrastive Perception for Vision Language Policy Optimization

Intermediate
Ahmad Rezaei, Mohsen Gholami et al.Jan 1arXiv

CPPO is a new way to fine‑tune vision‑language models so they see pictures more accurately before they start to reason.

#CPPO#Contrastive Perception Loss#Vision-Language Models

E-GRPO: High Entropy Steps Drive Effective Reinforcement Learning for Flow Models

Intermediate
Shengjun Zhang, Zhang Zhang et al.Jan 1arXiv

This paper shows that when teaching image generators with reinforcement learning, only a few early, very noisy steps actually help the model learn what people like.

#E-GRPO#Group Relative Policy Optimization#Flow Matching

Deep Delta Learning

Intermediate
Yifan Zhang, Yifeng Liu et al.Jan 1arXiv

Deep Delta Learning (DDL) replaces the usual “add the shortcut” rule in deep networks with a smarter, learnable move that can gently erase old info and write new info along a chosen direction.

#Deep Delta Learning#Delta Operator#Residual connection

MorphAny3D: Unleashing the Power of Structured Latent in 3D Morphing

Intermediate
Xiaokun Sun, Zeyu Cai et al.Jan 1arXiv

MorphAny3D is a training-free way to smoothly change one 3D object into another, even if they are totally different (like a bee into a biplane).

#3D morphing#Structured Latent#SLAT

GaMO: Geometry-aware Multi-view Diffusion Outpainting for Sparse-View 3D Reconstruction

Intermediate
Yi-Chuan Huang, Hao-Jen Chien et al.Dec 31arXiv

GaMO is a new way to rebuild 3D scenes from just a few photos by expanding each photo’s edges (outpainting) instead of inventing whole new camera views.

#3D reconstruction#outpainting#multi-view diffusion

Scaling Open-Ended Reasoning to Predict the Future

Intermediate
Nikhil Chandak, Shashwat Goel et al.Dec 31arXiv

The paper teaches small language models to predict open-ended future events by turning daily news into thousands of safe, graded practice questions.

#open-ended forecasting#calibrated prediction#Brier score

ShowUI-$π$: Flow-based Generative Models as GUI Dexterous Hands

Intermediate
Siyuan Hu, Kevin Qinghong Lin et al.Dec 31arXiv

Computers usually click like a woodpecker, but they struggle to drag smoothly like a human hand; this paper fixes that.

#GUI automation#continuous control#flow matching

BEDA: Belief Estimation as Probabilistic Constraints for Performing Strategic Dialogue Acts

Intermediate
Hengli Li, Zhaoxin Yu et al.Dec 31arXiv

This paper presents BEDA, a simple way to make chatty AI act strategically by turning what it believes into gentle rules (probabilistic constraints) that guide what it can say.

#strategic dialogue#belief estimation#probabilistic constraints

mHC: Manifold-Constrained Hyper-Connections

Intermediate
Zhenda Xie, Yixuan Wei et al.Dec 31arXiv

The paper fixes a stability problem in Hyper-Connections (HC) by gently steering the network’s mixing matrix onto a safe shape (a manifold) where signals don’t blow up or vanish.

#Residual Connections#Hyper-Connections#Manifold Projection

Let It Flow: Agentic Crafting on Rock and Roll, Building the ROME Model within an Open Agentic Learning Ecosystem

Intermediate
Weixun Wang, XiaoXiao Xu et al.Dec 31arXiv

This paper builds an open, end-to-end ecosystem (ALE) that lets AI agents plan, act, and fix their own mistakes across many steps in real computer environments.

#agentic LLMs#reinforcement learning#IPA

Dream2Flow: Bridging Video Generation and Open-World Manipulation with 3D Object Flow

Intermediate
Karthik Dharmarajan, Wenlong Huang et al.Dec 31arXiv

Dream2Flow lets a robot watch a short, AI-generated video of a task and then do that task in real life by following object motion in 3D.

#3D object flow#video generation for robotics#open-world manipulation
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