Differentiable Learning of Comb. Algorithms

We will be commencing DiffCoAlg workshop proceedings shortly. To join in on the livestream and for online QA, please login on neurips.cc and go to neurips.cc/virtual/2025/l…!

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 openreview.net/pdf?id=oeMK0Js… Workshops: Towards distillation guarantees under algorithmic alignment @diffcoalg led by @tle_96 openreview.net/pdf?id=RQti5I2… Manifold Learning for Cosmic Structures @ ML4PS led by Ana Sofia Uzoy /w @ClaireLamman openreview.net/pdf?id=mMVdTGC… Balancing Fairness and Accuracy in Graph Learning via Fairness-Constrained Rewiring @neur_reps *oral presentation* led by Jason Wang /w Lukas Fesser openreview.net/pdf?id=msfmcaj… Curvature Estimation on Data Manifolds via Diffusion-augmented Sampling @neur_reps led by Jason Wang /w @bobak_kiani openreview.net/pdf?id=zu24PDR… Data Augmentation: A Fourier Analysis Perspective @neur_reps led by @B_Tahmasebi /w @StefanieJegelka openreview.net/pdf?id=RwPRMX3… Bispectral OT: Dataset Comparison using Symmetry-Aware Optimal Transport @neur_reps led by Annabel Ma /w @kaiyinghou @elmelis openreview.net/pdf?id=5XvfFi4… On a Geometry of Interbrain Networks @neur_reps led by @nico_hinrichs /w Noah Guzman openreview.net/pdf?id=ouNpUPd… Priors in Time: A Generative View of Sparse Autoencoders for Sequential Representations @CogInterp led by @EkdeepL @can_rager @sumedh_hrs openreview.net/pdf?id=WjDtKpt…

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)! 🔗 sites.google.com/view/diffcoalg… #NeurIPS #NeurIPS2025

Can LLMs reason about TSP, SAT, or routing? Join DiffCoALG @NeurIPSConf 2025 — where discrete algorithms meet differentiable ML. 📅 Deadline: *extended* to Aug 31 (AOE)! 🔗 sites.google.com/view/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!) 🔗 sites.google.com/view/diffcoalg… #NeurIPS #NeurIPS2025

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 🔗 sites.google.com/view/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 🔗 sites.google.com/view/diffcoalg… #NeurIPS2025 #NeurIPS

🎯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 🔗 sites.google.com/view/diffcoalg… #NeurIPS2025

🔥 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! 🔗 sites.google.com/view/diffcoalg… #NeurIPS2025