Heuristics and Search for Domain-independent Planning (HSDIP 2023)

ICAPS'23 Workshop
Prague, Czech Republic
July 9-10, 2023

Aim and Scope of the Workshop

Heuristics and search algorithms are the two key components of heuristic search, one of the main approaches to many variations of domain-independent planning, including classical planning, temporal planning, planning under uncertainty and adversarial planning. This workshop seeks to understand the underlying principles of current heuristics and search methods, their limitations, ways for overcoming those limitations, as well as the synergy between heuristics and search.

The HSDIP workshop has always been welcoming of multidisciplinary work, for example, drawing inspiration from operations research (like row and column generation algorithms), convex optimization (like gradient optimization for hybrid planning), constraint programming, or satisfiability.

The workshop is meant to be an open and inclusive forum, and we encourage papers that report on work in progress or that do not fit the mold of a typical conference paper. Non-trivial negative results are welcome to the workshop, but we expect the authors to argue for the significance of the presented results.

List of Accepted Papers

  • On Reducing Action Labels in Planning Domains (pdf)
    Harsha Kokel, Junkyu Lee, Michael Katz, Kavitha Srinivas, Shirin Sohrabi
  • Novelty and Lifted Helpful Actions in Generalized Planning (pdf)
    Chao Lei, Nir Lipovetzky, Krista A. Ehinger
  • Scale-Adaptive Balancing of Exploration and Exploitation in Classical Planning (pdf)
    Stephen Wissow, Masataro Asai
  • K* and Partial Order Reduction for Top-quality Planning (pdf)
    Michael Katz, Junkyu Lee
  • Any-Start-Time Planning for SIPP (pdf)
    Devin Wild Thomas, Solomon Eyal Shimony, Wheeler Ruml, Erez Karpas, Shahaf S. Shperberg, Andrew Coles
  • Online Planning for Stochastic Collaborative Privacy Preserving Planning (PDF available by request to the organizing committee or authors.)
    Oriel Uzan, Guy Shani
  • K* Search Over Orbit Space for Top-k Planning (pdf)
    Michael Katz, Junkyu Lee
  • From State Spaces to Semigroups: Leveraging Algebraic Formalism for Automated Planning (pdf)
    Alice Petrov, Christian Muise
  • PARIS: Planning Algorithms for Reconfiguring Independent Sets (pdf)
    Remo Christen, Salomé Eriksson, Michael Katz, Christian Muise, Alice Petrov, Florian Pommerening, Jendrik Seipp, Silvan Sievers, David Speck
  • Action Schema Networks for Numerical Planning (pdf)
    Afifa Tariq, Richard Valenzano, Mikhail Soutchanski
  • Triangle Search: An Anytime Beam Search (pdf)
    Sofia Lemons, Wheeler Ruml, Carlos Linares López, Robert Holte
  • On K* Search for Top-k Planning (pdf)
    Junkyu Lee, Michael Katz, Shirin Sohrabi

Workshop Schedule

HSDIP 2023 takes place on Monday, July 10, 2023.


09:00Opening Remarks
09:15Invited Talk: Álvaro Torralba
Contrastive Analysis: Heuristic Search Beyond Heuristics
10:30Coffee Break
11:00Session 1
On K* Search for Top-k Planning
K* Search Over Orbit Space for Top-k Planning
K* and Partial Order Reduction for Top-quality Planning

12:00Lunch Break

13:30Session 2
Triangle Search: An Anytime Beam Search
Any-Start-Time Planning for SIPP
Online Planning for Stochastic Collaborative Privacy Preserving Planning
14:40Session 3
Scale-Adaptive Balancing of Exploration and Exploitation in Classical Planning
Action Schema Networks for Numeraical Planning
15:30Coffee Break
16:00Session 4
On Reducing Action Labels in Planning Domains
Novelty and Lifted Helpful Action in Generalized Planning
From State Spaces to Semigroups: Leveraging Algebraic Formalism for Automated Planning
PARIS: Planning Algorithms for Reconfiguring Independent Sets
17:20Closing Remarks

Topics of Interest

Examples of typical topics for submissions to this workshop are:

  • automatic derivation of heuristic estimators for domain-independent planning
  • formal results showing equivalence or dominance between heuristics
  • novel heuristic methods dealing with planning with numeric variables and effects, partial observability and non-deterministic action effects
  • heuristic estimators for domain-independent planning via procedures or suitably defined encodings of declarative descriptions of planning tasks into Satisfiability or Optimisation
  • novel search techniques for domain-independent planning that explicitly aim at exploiting effectively the properties of existing heuristics
  • empirical observations of synergies between heuristics and search in domain-independent planning
  • challenging domains for existing combinations of heuristics and search algorithms
  • applications of machine learning in heuristic search, e.g., learning heuristics, adaptive search strategies, or heuristic selection
  • interesting algorithmic optimizations for the calculation of a heuristic or the execution of a search

Important Dates

Submission deadline:
31 March 2023 (UTC-12 timezone) April 7, 2023 (UTC-12 timezone)

Open discussion:
20-27 April 2023 April 27 - May 4, 2023

Notification:
May 5 2023

Workshop:
July 9/10 2023

Submission Details

Please format submissions in AAAI style (see instructions in the Author Kit at https://www.aaai.org/Publications/Templates/AuthorKit23.zip) and keep them to at most 9 pages including references. Authors considering submitting to the workshop papers rejected from the main conference, please ensure you do your utmost to address the comments given by ICAPS reviewers. Please do not submit papers that are already accepted for the main conference to the workshop.

Submissions will be made through OpenReview:

https://openreview.net/group?id=icaps-conference.org/ICAPS/2023/Workshop/HSDIP

The following conditions apply:

  • Submissions will be double blind in general and single blind to the area chair.
  • The submitted papers, reviews and discussion between authors and reviewers will be public, and all anonymous.
  • Discussions between reviewers and organizers will be private.

Every submission will be reviewed by a member of the organizing committee, and/or external reviewers selected by the organizing committee, according to the usual criteria such as relevance to the workshop, significance of the contribution, and technical quality. There will be a brief discussion phase where author and reviewers can interactively engage and discuss the submission and the reviews.

At least one author of each accepted paper must attend the workshop in order to present the paper.

Policy on Previously Published Materials

Submissions sent to other conferences are allowed. It is the responsibility of the authors to ensure that those venues allow for papers submitted to be already published in “informal” ways (e.g. on proceedings or websites without associated ISSN/ISBN). In particular, we welcome submissions sent to the IJCAI conference.

Workshop Committee

Organizing Committee

Clemens Büchner, University of Basel, Switzerland
Daniel Gnad, Linköping University, Sweden
Thorsten Klößner, Saarland University, Germany
Sofia Lemons, Earlham College, Indiana, USA

Contact: hsdip@googlegroups.com

Program Committee

Clemens Büchner, University of Basel, Switzerland
Rebecca Eifler, Saarland University, Germany
Salomé Eriksson, University of Basel, Switzerland
Daniel Fišer, Saarland University, Germany
Daniel Gnad, Linköping University, Sweden
Michael Katz, IBM T.J. Watson Research Center, USA
Thorsten Klößner, Saarland University, Germany
Pascal Lauer, Saarland University, Germany
Sofia Lemons, Earlham College, Indiana, USA
David Speck, Linköping University, Sweden
Marcel Steinmetz, Saarland University, Germany
Silvan Sievers, University of Basel, Switzerland