kwarg
WorldCoder,a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment
We give a model-based agent that builds a Python program representing its knowledge of the world based on its interactions with the environment.
Simple, Distributed, and Accelerated Probabilistic Programming
Dustin Tran, Matthew W. Hoffman, Dave Moore, Christopher Suter, Srinivas Vasudevan, Alexey Radul
Neural Information Processing Systems http://nips.cc/
Appendices: Proppo:aMessagePassingFrameworkfor CustomizableandComposableLearningAlgorithms
A key metric to determine which gradient estimator is effective is thevariance of the gradient estimator,V[หg].
A Numerical example of the EF problem
Only the constraints are presented here. Then, eq. 2 can be reformulated as follow: The complete optimal allocation of eq. 3 can be summarized by the following python script: """EF evaluation """ import copy import logging import os import cvxopt import numpy as np scalar = 10000 def cvxopt_solve_qp(P, q, G= None, h= None, **kwargs): P = 0.5 * (P + P.T) # make sure P is symmetric args = [cvxopt.matrix(P), The remaining two cases are additional edge cases related to the previous condition. The size and description of the dataset we used are presented in table. (see Table 6).
Kimi-Dev: Agentless Training as Skill Prior for SWE-Agents
Yang, Zonghan, Wang, Shengjie, Fu, Kelin, He, Wenyang, Xiong, Weimin, Liu, Yibo, Miao, Yibo, Gao, Bofei, Wang, Yejie, Ma, Yingwei, Li, Yanhao, Liu, Yue, Hu, Zhenxing, Zhang, Kaitai, Wang, Shuyi, Chen, Huarong, Sung, Flood, Liu, Yang, Gao, Yang, Yang, Zhilin, Liu, Tianyu
A contiguous chunk of lines to search for in the existing sourcecode 4. The dividing line: =======5. The lines to replace into the source code6. The end of the replace block: >>>>>>> REPLACEHere is an example: '''python ### mathweb/flask/app.py<<<<<<< SEARCH from flask import Flask ======= import math from flask import Flask >>>>>>> REPLACE ''' Please note that the * SEARCH/REPLACE * edit REQUIRES PROPER INDENTATION.If you would like to add the line ' print(x)', you mustfully write that out, with all those spaces before the code!Wrap the * SEARCH/REPLACE * edit in blocks '''python...'''.The summary of the key differences between the trajectories should bein the thinking part.
Simple, Distributed, and Accelerated Probabilistic Programming
Dustin Tran, Matthew W. Hoffman, Dave Moore, Christopher Suter, Srinivas Vasudevan, Alexey Radul
We describe a simple, low-level approach for embedding probabilistic programming in a deep learning ecosystem.
MarkDiffusion: An Open-Source Toolkit for Generative Watermarking of Latent Diffusion Models
Pan, Leyi, Guan, Sheng, Fu, Zheyu, Si, Luyang, Wang, Huan, Wang, Zian, Li, Hanqian, Hu, Xuming, King, Irwin, Yu, Philip S., Liu, Aiwei, Wen, Lijie
We introduce MarkDiffusion, an open-source Python toolkit for generative watermarking of latent diffusion models. It comprises three key components: a unified implementation framework for streamlined watermarking algorithm integrations and user-friendly interfaces; a mechanism visualization suite that intuitively showcases added and extracted watermark patterns to aid public understanding; and a comprehensive evaluation module offering standard implementations of 24 tools across three essential aspects - detectability, robustness, and output quality - plus 8 automated evaluation pipelines. Through MarkDiffusion, we seek to assist researchers, enhance public awareness and engagement in generative watermarking, and promote consensus while advancing research and applications.
WorldCoder,a Model-Based LLM Agent: Building World Models by Writing Code and Interacting with the Environment
We give a model-based agent that builds a Python program representing its knowledge of the world based on its interactions with the environment.