René's URL Explorer Experiment


Title: GitHub - Y-debug-sys/Pram: [ICLR 2026] Official Implementation of "Divide, Harmonize, Then Conquer It: Shooting Multi-Commodity Flow Problems with Multimodal Language Models"

Open Graph Title: GitHub - Y-debug-sys/Pram: [ICLR 2026] Official Implementation of "Divide, Harmonize, Then Conquer It: Shooting Multi-Commodity Flow Problems with Multimodal Language Models"

X Title: GitHub - Y-debug-sys/Pram: [ICLR 2026] Official Implementation of "Divide, Harmonize, Then Conquer It: Shooting Multi-Commodity Flow Problems with Multimodal Language Models"

Description: [ICLR 2026] Official Implementation of "Divide, Harmonize, Then Conquer It: Shooting Multi-Commodity Flow Problems with Multimodal Language Models" - Y-debug-sys/Pram

Open Graph Description: [ICLR 2026] Official Implementation of "Divide, Harmonize, Then Conquer It: Shooting Multi-Commodity Flow Problems with Multimodal Language Models" - Y-debug-sys/Pram

X Description: [ICLR 2026] Official Implementation of "Divide, Harmonize, Then Conquer It: Shooting Multi-Commodity Flow Problems with Multimodal Language Models" - Y-debug-sys/Pram

Mail addresses
yxy5315@gmail.com
yxy5315@gmail.com

Opengraph URL: https://github.com/Y-debug-sys/Pram

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:4200a2f1-c415-a1d7-f4de-55202b468704
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id8910:3F96B:654FF54:89F3EE4:698CFE3B
html-safe-nonce268909dead1f5ff7992b05bf945f75425ae53335db9560b1530ebc637f9bea99
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4OTEwOjNGOTZCOjY1NEZGNTQ6ODlGM0VFNDo2OThDRkUzQiIsInZpc2l0b3JfaWQiOiI4MjIzODA2NDU1OTAxMTI2MjAzIiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac1dbee61001e5c7268b4b1b7d3e62a12b4382dcc9a37d9bbfddfa004a6306daa7
hovercard-subject-tagrepository:1147213653
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/Y-debug-sys/Pram
twitter:imagehttps://opengraph.githubassets.com/a623d75658f4bea083ae4dd89cb93929012365f32ac33570c265c5ff5af5ea3a/Y-debug-sys/Pram
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/a623d75658f4bea083ae4dd89cb93929012365f32ac33570c265c5ff5af5ea3a/Y-debug-sys/Pram
og:image:alt[ICLR 2026] Official Implementation of "Divide, Harmonize, Then Conquer It: Shooting Multi-Commodity Flow Problems with Multimodal Language Models" - Y-debug-sys/Pram
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Nonef2da95634bce8a94cfa4123788169bfabdf845fd1d790fbaaaaab09dcfebdf28
turbo-cache-controlno-preview
go-importgithub.com/Y-debug-sys/Pram git https://github.com/Y-debug-sys/Pram.git
octolytics-dimension-user_id68762624
octolytics-dimension-user_loginY-debug-sys
octolytics-dimension-repository_id1147213653
octolytics-dimension-repository_nwoY-debug-sys/Pram
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1147213653
octolytics-dimension-repository_network_root_nwoY-debug-sys/Pram
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
releasec21843b18feba17d11efb1895a7db61e8672f2cf
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FY-debug-sys%2FPram
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FY-debug-sys%2FPram
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=Y-debug-sys%2FPram
Reloadhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram
Reloadhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram
Reloadhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram
Y-debug-sys https://patch-diff.githubusercontent.com/Y-debug-sys
Pramhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FY-debug-sys%2FPram
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2FY-debug-sys%2FPram
Star 2 https://patch-diff.githubusercontent.com/login?return_to=%2FY-debug-sys%2FPram
MIT license https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/LICENSE
2 stars https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/stargazers
0 forks https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/forks
Branches https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/branches
Tags https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tags
Activity https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FY-debug-sys%2FPram
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FY-debug-sys%2FPram
Code https://patch-diff.githubusercontent.com/Y-debug-sys/Pram
Issues 0 https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/issues
Pull requests 0 https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/pulls
Actions https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/actions
Projects 0 https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/projects
Security 0 https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/security
Insights https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/pulse
Code https://patch-diff.githubusercontent.com/Y-debug-sys/Pram
Issues https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/issues
Pull requests https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/pulls
Actions https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/actions
Projects https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/projects
Security https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/security
Insights https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/pulse
Brancheshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/branches
Tagshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tags
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/branches
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tags
6 Commitshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/commits/master/
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/commits/master/
baselineshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/baselines
baselineshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/baselines
datahttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/data
datahttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/data
envhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/env
envhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/env
figshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/figs
figshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/figs
mlmshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/mlms
mlmshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/mlms
pramhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/pram
pramhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/pram
scriptshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/scripts
scriptshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/scripts
utilshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/utils
utilshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/tree/master/utils
.gitignorehttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/.gitignore
.gitmoduleshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/.gitmodules
.gitmoduleshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/.gitmodules
LICENSEhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/README.md
ds_config_zero2.jsonhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/ds_config_zero2.json
ds_config_zero2.jsonhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/ds_config_zero2.json
main.pyhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/main.py
main.pyhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/main.py
requirements.txthttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/requirements.txt
READMEhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram
MIT licensehttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#divide-harmonize-then-conquer-it-shooting-multi-commodity-flow-problems-with-multimodal-language-models-official-pytorch-implementation
https://github.com/Y-debug-sys/Pram/stargazers/
https://github.com/Y-debug-sys/Pram/network/
https://pytorch.org/
https://huggingface.co/Qwen/
https://www.python.org/downloads/release/python-31019/
https://github.com/Y-debug-sys/Pram/blob/master/LICENSE
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/figs/pram.jpg
Pramhttps://openreview.net/pdf?id=kL9nYFvs6O
ICLR '26https://infocom2026.ieee-infocom.org/
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#-overview
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/figs/framework.jpg
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#️-code-structure
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#‍-how-to-run
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#1-install-dependencies
Minicondahttps://docs.anaconda.com/free/anaconda/install/index.html
Anacondahttps://docs.anaconda.com/free/anaconda/install/index.html
Gurobihttps://www.gurobi.com/solutions/licensing/
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#2-prepare-datasets
OpenReview submissionhttps://openreview.net/forum?id=kL9nYFvs6O
Google Drivehttps://drive.google.com/file/d/1adj4cy43NOTEuzslZ1K4iRLvEsoVGFVQ/view?usp=sharing
topologyhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/data/topology
demandhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/data/demand
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#3-prepare-models
ModelScopehttps://modelscope.cn
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#4-run-pram
confighttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/pram/helper.py
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#️-hardware-requirements
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#5-run-baselines
baselineshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master/baselines
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#-license
LICENSEhttps://github.com/Y-debug-sys/Pram/blob/master/LICENSE
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#-citation
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#-acknowledgments
NCFlowhttps://www.usenix.org/conference/nsdi21/presentation/abuzaid
https://github.com/netcontract/ncflowhttps://github.com/netcontract/ncflow
Licensehttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master
POPhttps://dl.acm.org/doi/abs/10.1145/3477132.3483588
https://github.com/stanford-futuredata/POPhttps://github.com/stanford-futuredata/POP
Licensehttps://github.com/stanford-futuredata/POP/blob/main/LICENSE
Traffic-Matrix-Predictionhttps://ieeexplore.ieee.org/document/8969631
https://github.com/THU-INSC-NAD/Traffic-Matrix-Predictionhttps://github.com/THU-INSC-NAD/Traffic-Matrix-Prediction
Licensehttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master
DOTEhttps://www.usenix.org/conference/nsdi23/presentation/perry
https://github.com/PredWanTE/DOTEhttps://github.com/PredWanTE/DOTE
Licensehttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/blob/master
Tealhttps://dl.acm.org/doi/10.1145/3603269.3604857
https://github.com/harvard-cns/tealhttps://github.com/harvard-cns/teal
Licensehttps://github.com/harvard-cns/teal/blob/main/LICENSE
FIGREThttps://dl.acm.org/doi/10.1145/3651890.3672258
https://github.com/FIGRET/figrethttps://github.com/FIGRET/figret
Licensehttps://github.com/FIGRET/figret/blob/main/LICENSE
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#-contact
open an issuehttps://github.com/Y-debug-sys/Pram/issues/new
https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#-quick-questions
Running gradient descent with ADMMhttps://github.com/harvard-cns/teal
Recurrent adjustment with RNNshttps://github.com/Purdue-ISL/HARP
LP-based partial solution refinementhttps://github.com/netlab-lcy/LO-TE
machine-learning https://patch-diff.githubusercontent.com/topics/machine-learning
multi-agent-reinforcement-learning https://patch-diff.githubusercontent.com/topics/multi-agent-reinforcement-learning
multimodal-large-language-models https://patch-diff.githubusercontent.com/topics/multimodal-large-language-models
finetuning-llms https://patch-diff.githubusercontent.com/topics/finetuning-llms
network-flow-optimization https://patch-diff.githubusercontent.com/topics/network-flow-optimization
Readme https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/Y-debug-sys/Pram#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram
Activityhttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/activity
2 starshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/watchers
0 forkshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FY-debug-sys%2FPram&report=Y-debug-sys+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/Y-debug-sys/Pram/releases
Packages 0https://patch-diff.githubusercontent.com/users/Y-debug-sys/packages?repo_name=Pram
Python 40.0% https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/search?l=python
HTML 30.2% https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/search?l=html
Jupyter Notebook 29.6% https://patch-diff.githubusercontent.com/Y-debug-sys/Pram/search?l=jupyter-notebook
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.