2308.04399] Fine-Tuning Games: Bargaining and Adaptation for General-Purpose Models Skip to main

2310.14034] Tree Prompting: Efficient Task Adaptation without Fine-Tuning Skip to main content We gratefully acknowledge support from

2210.15909] Subsidiary Prototype Alignment for Universal Domain Adaptation Skip to main content We gratefully acknowledge support

2312.02432] Orthogonal Adaptation for Modular Customization of Diffusion Models Skip to main content

2311.16102] Diffusion-TTA: Test-time Adaptation of Discriminative Models via Generative Feedback Skip to main content

2112.09343] Domain Adaptation on Point Clouds via Geometry-Aware Implicits Skip to main content We gratefully acknowledge

2107.14285] ADeLA: Automatic Dense Labeling with Attention for Viewpoint Adaptation in Semantic Segmentation Skip to

to produce a video in between two input frames. We accomplish this adaptation through a lightweight

proposed method achieves state-of-the-art performance in three domain adaptation scenarios, especially the

the physics reasoning skills of LLMs. Further, to enable domain-specific adaptation of this

recent , search ) Mathematical Physics ( math-ph new , recent , search ) Nonlinear Sciences ( nlin new , recent , search ) includes: Adaptation and Self

trained on our generated "real" images predict more accurate depth and normals than domain adaptation approaches, suggesting that improving

images and the training images, we propose a self-supervised domain adaptation strategy for real

text Search open search GO open navigation menu quick links Login Help Pages About Nonlinear Sciences > Adaptation and Self

text Search open search GO open navigation menu quick links Login Help Pages About Nonlinear Sciences > Adaptation and Self

dataset and train a network capable of robust, on-demand adaptation to potentially

but same content Subjects: Neurons and Cognition (q-bio.NC) ; Information Theory (cs.IT); Adaptation and Self

2: small clarifications, typo corrections, added reference Subjects: Neurons and Cognition (q-bio.NC) ; Adaptation and Self

small changes made per referee suggestions Subjects: Cellular Automata and Lattice Gases (nlin.CG) ; Adaptation and Self

adversarial robustness}. We first identify two key factors during model adaption -- training losses and adaptation methods -- that affect the

of-the-art semantic segmentation systems. In addition, we examine the adaptation of image

are optimally shallow. Comments: 11 pages, 9 figures, RevTeX Subjects: Statistical Mechanics (cond-mat.stat-mech) ; Adaptation and Self

complex tasks. Despite this success, biological organisms still hold one large advantage over these simulated agents: adaptation. While both living and

contribution, we show that OpenVLA can be fine-tuned on consumer GPUs via modern low-rank adaptation methods and served

enabling deploying the trained models in real-world without needing further domain adaptation, III. embodiment of

experimental) Abstract: In this paper, we introduce Fairy, a minimalist yet robust adaptation of image

datasets. In particular, on CUB-200-2011, we achieve 21.8% CIDEr-D improvement after adaptation. Utilizing critics during inference

loss, and an augmented pseudo-labelling stage within DARCNN to effectively perform domain adaptation across such large domain

on the target risk. Empirically, our approach (1) enables self-tuning of domain adaptation models, and (2

and precise controls for each semantic attribute; and 2) cross-domain adaptation that bridges domain discrepancies

our proposed method. Results show that our model successfully learns priors and fast-interactive-adaptation strategies for exploring

that increases as the number of agents grows. We then present an adaptation of actor