Differentiable Learning of Comb. Algorithms

Workshop on using differentiable machine learning pipelines to solve combinatorial problems

Deadline: August 31st, AoE

[Differentiable Learning of Comb. Algorithms @diffcoalg]

We will be commencing DiffCoAlg workshop proceedings shortly. To join in on the livestream and for online QA, please login on https://t.co/8cJUacMBMr and go to https://t.co/CO0MwLDMkB!

[Melanie Weber @mweber_PU]

Check out our latest work on Geometric Machine Learning at #NeurIPS this week. We are recruiting PhD students and postdocs this cycle — please reach out if you are interested in joining us.

Main conference:

Higher-Order Learning with Graph Neural Networks via Hypergraph Encodings
led by Raphael Pellegrin, Lukas Fesser
Fri, 12/5, 4:30 PM – 7:30 PM, Exhibit Hall C,D,E #3804
https://t.co/a1uk0EPp2X

Workshops:

Towards distillation guarantees under algorithmic alignment @diffcoalg
led by @tle_96
https://t.co/XSAVwmYesp

Manifold Learning for Cosmic Structures @ ML4PS
led by Ana Sofia Uzoy /w @ClaireLamman
https://t.co/koza4EyX4F

Balancing Fairness and Accuracy in Graph Learning via Fairness-Constrained Rewiring @neur_reps *oral presentation*
led by Jason Wang /w Lukas Fesser
https://t.co/Sw6J4J3kz0

Curvature Estimation on Data Manifolds via Diffusion-augmented Sampling @neur_reps
led by Jason Wang /w @bobak_kiani
https://t.co/RHSrY6foOd

Data Augmentation: A Fourier Analysis Perspective @neur_reps
led by @B_Tahmasebi /w @StefanieJegelka
https://t.co/VozdeKU82Y

Bispectral OT: Dataset Comparison using Symmetry-Aware Optimal Transport @neur_reps
led by Annabel Ma /w @kaiyinghou @elmelis
https://t.co/jJ6xTMDsvC

On a Geometry of Interbrain Networks @neur_reps
led by @nico_hinrichs /w Noah Guzman
https://t.co/UlIGt1Ldim

Priors in Time: A Generative View of Sparse Autoencoders for Sequential Representations @CogInterp
led by @EkdeepL @can_rager @sumedh_hrs
https://t.co/YdQfAmHOKR

[Differentiable Learning of Comb. Algorithms @diffcoalg]

How well do neural solvers generalize to harder problems at scale?
📢 Submit your work to DiffCoALG @NeurIPSConf!

Deadline has been extended to Aug 31st (AoE)!
🔗 https://t.co/OiKDhVcIHW
#NeurIPS #NeurIPS2025

[Differentiable Learning of Comb. Algorithms @diffcoalg]

Can LLMs reason about TSP, SAT, or routing?
Join DiffCoALG @NeurIPSConf 2025 — where discrete algorithms meet differentiable ML.

📅 Deadline: *extended* to Aug 31 (AOE)!
🔗 https://t.co/OiKDhVcaSo

[Differentiable Learning of Comb. Algorithms @diffcoalg]

How well do neural solvers really generalize?
From TSP to SAT to graph problems, DiffCoALG @NeurIPSConf tackles benchmarks, theory, and applications.

📅 Deadline: Aug 22 (a day away!)
🔗 https://t.co/OiKDhVcaSo
#NeurIPS #NeurIPS2025

[Differentiable Learning of Comb. Algorithms @diffcoalg]

Join DiffCoALG @NeurIPSConf 2025 — a workshop on neural methods + classic algorithms (think: TSP, SAT, MIP, and more).
🧠 Theory meets practice.

The deadline is only 3 days away!
📆 Submit by Aug 22
🔗 https://t.co/OiKDhVcaSo

[Differentiable Learning of Comb. Algorithms @diffcoalg]

From vehicle routing to chip design, combinatorial problems are everywhere. DiffCoALG invites your submissions on neural methods for these topics, and more.

🏖️ Venue: @NeurIPSConf
📆 Paper deadline (fast approaching!): Aug 22
🔗 https://t.co/OiKDhVcaSo
#NeurIPS2025 #NeurIPS

[Differentiable Learning of Comb. Algorithms @diffcoalg]

🎯Are you working on differentiable methods for non-differentiable tasks?
Want to showcase novel techniques?
DiffCoALG is the workshop to be at! Check us out at @NeurIPSConf this year.

📅 Deadline: Aug 22
🔗 https://t.co/OiKDhVcaSo
#NeurIPS2025

[Differentiable Learning of Comb. Algorithms @diffcoalg]

🔥 New workshop at @NeurIPSConf!
DiffCoALG bridges the gap between classic algorithms & differentiable learning.
Think: LLM reasoning, routing, SAT, MIP — neurally optimized end-to-end.
📌 Submit by Aug 22!
🔗 https://t.co/OiKDhVcaSo
#NeurIPS2025